DataFrame
NO COMPARISON TARGET
1432440
ROWS
290337
DUPLICATES
2.0 GB
RAM
68
FEATURES
19
CATEGORICAL
47
NUMERICAL
2
TEXT
2.3.1
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
loan_amnt
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
1,561
(<1%)
ZEROES:
---
MAX
40,000
95%
35,000
Q3
20,000
AVG
15,370
MEDIAN
13,000
Q1
8,000
5%
3,200
MIN
1,000
RANGE
39,000
IQR
12,000
STD
9,646
VAR
93.0M
KURT.
-0.183
SKEW
0.789
SUM
22.0B
2
funded_amnt
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
1,561
(<1%)
ZEROES:
---
MAX
40,000
95%
35,000
Q3
20,000
AVG
15,370
MEDIAN
13,000
Q1
8,000
5%
3,200
MIN
1,000
RANGE
39,000
IQR
12,000
STD
9,646
VAR
93.0M
KURT.
-0.183
SKEW
0.789
SUM
22.0B
3
funded_amnt_inv
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
1,581
(<1%)
ZEROES:
---
MAX
40,000
95%
35,000
Q3
20,000
AVG
15,366
MEDIAN
13,000
Q1
8,000
5%
3,200
MIN
725
RANGE
39,275
IQR
12,000
STD
9,645
VAR
93.0M
KURT.
-0.183
SKEW
0.789
SUM
22.0B
4
term
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
5
int_rate
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
258
(<1%)
49,032
3%
-
-
11.49%
41,977
3%
-
-
12.74%
39,202
3%
-
-
13.49%
39,032
3%
-
-
13.99%
36,953
3%
-
-
5.32%
31,347
2%
-
-
14.99%
30,542
2%
-
-
8.24%
1.2M
81%
-
-
(Other)
6
installment
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
69,048
(5%)
ZEROES:
---
MAX
1,715
95%
1,049
Q3
615
AVG
457
MEDIAN
380
Q1
250
5%
109
MIN
19
RANGE
1,696
IQR
364
STD
282
VAR
79,363
KURT.
0.506
SKEW
0.987
SUM
654.2M
7
grade
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
8
sub_grade
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
35
(<1%)
9
home_ownership
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
10
annual_inc
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
56,320
(4%)
ZEROES:
1,553
(<1%)
MAX
61.0M
95%
0.2M
Q3
0.1M
AVG
0.1M
MEDIAN
0.1M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
61.0M
IQR
48,667
STD
134k
VAR
18.0B
KURT.
119k
SKEW
274
SUM
116.1B
11
verification_status
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
12
issue_d
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
30
(<1%)
13
loan_status
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
14
pymnt_plan
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
15
purpose
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
13
(<1%)
16
addr_state
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
50
(<1%)
17
delinq_2yrs
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
28
(<1%)
ZEROES:
1,170,148
(82%)
MAX
58.0
95%
2.0
Q3
0.0
AVG
0.3
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
58.0
IQR
0.00
STD
0.864
VAR
0.747
KURT.
72.5
SKEW
5.96
SUM
432k
18
earliest_cr_line
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
721
(<1%)
10,835
<1%
-
-
Aug-2005
10,811
<1%
-
-
Sep-2004
10,781
<1%
-
-
Sep-2005
10,623
<1%
-
-
Aug-2006
10,177
<1%
-
-
Sep-2003
10,173
<1%
-
-
Aug-2004
9,782
<1%
-
-
Aug-2003
1.4M
95%
-
-
(Other)
19
open_acc
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
83
(<1%)
ZEROES:
42
(<1%)
MAX
101
95%
23
Q3
15
AVG
12
MEDIAN
11
Q1
8
5%
4
MIN
0
RANGE
101
IQR
7.00
STD
5.84
VAR
34.1
KURT.
3.47
SKEW
1.34
SUM
16.8M
20
pub_rec
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
32
(<1%)
ZEROES:
1,196,700
(84%)
MAX
61.0
95%
1.0
Q3
0.0
AVG
0.2
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
61.0
IQR
0.00
STD
0.586
VAR
0.344
KURT.
647
SKEW
11.6
SUM
294k
21
revol_bal
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
84,580
(6%)
ZEROES:
8,842
(<1%)
MAX
2.4M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
2.4M
IQR
14,408
STD
23,301
VAR
542.9M
KURT.
371
SKEW
10.9
SUM
24.1B
22
total_acc
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
140
(<1%)
ZEROES:
---
MAX
176
95%
46
Q3
30
AVG
24
MEDIAN
22
Q1
15
5%
8
MIN
2
RANGE
174
IQR
15.0
STD
12.0
VAR
145
KURT.
2.23
SKEW
1.10
SUM
33.8M
23
initial_list_status
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
24
out_prncp
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
247,149
(17%)
ZEROES:
702,462
(49%)
MAX
39,804
95%
22,877
Q3
8,450
AVG
5,277
MEDIAN
399
Q1
0
5%
0
MIN
0
RANGE
39,804
IQR
8,450
STD
7,890
VAR
62.2M
KURT.
2.37
SKEW
1.70
SUM
7.6B
25
out_prncp_inv
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
255,101
(18%)
ZEROES:
702,462
(49%)
MAX
39,804
95%
22,877
Q3
8,450
AVG
5,276
MEDIAN
398
Q1
0
5%
0
MIN
0
RANGE
39,804
IQR
8,450
STD
7,889
VAR
62.2M
KURT.
2.38
SKEW
1.70
SUM
7.6B
26
total_pymnt
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
771,895
(54%)
ZEROES:
848
(<1%)
MAX
64,508
95%
31,602
Q3
15,432
AVG
11,238
MEDIAN
8,432
Q1
4,293
5%
1,548
MIN
0
RANGE
64,508
IQR
11,139
STD
9,386
VAR
88.1M
KURT.
1.72
SKEW
1.41
SUM
16.1B
27
total_pymnt_inv
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
702,516
(49%)
ZEROES:
848
(<1%)
MAX
64,508
95%
31,589
Q3
15,426
AVG
11,235
MEDIAN
8,429
Q1
4,291
5%
1,548
MIN
0
RANGE
64,508
IQR
11,135
STD
9,383
VAR
88.0M
KURT.
1.72
SKEW
1.41
SUM
16.1B
28
total_rec_prncp
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
302,367
(21%)
ZEROES:
1,942
(<1%)
MAX
40,000
95%
27,000
Q3
12,000
AVG
8,868
MEDIAN
6,019
Q1
2,839
5%
960
MIN
0
RANGE
40,000
IQR
9,161
STD
8,184
VAR
67.0M
KURT.
2.00
SKEW
1.51
SUM
12.7B
29
total_rec_int
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
420,704
(29%)
ZEROES:
1,997
(<1%)
MAX
28,270
95%
6,994
Q3
2,902
AVG
2,237
MEDIAN
1,446
Q1
701
5%
199
MIN
0
RANGE
28,270
IQR
2,201
STD
2,384
VAR
5.7M
KURT.
9.60
SKEW
2.53
SUM
3.2B
30
total_rec_late_fee
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
9,458
(<1%)
ZEROES:
1,371,422
(96%)
MAX
1,599
95%
0
Q3
0
AVG
2
MEDIAN
0
Q1
0
5%
0
MIN
-0
RANGE
1,599
IQR
0.00
STD
14.5
VAR
210
KURT.
908
SKEW
22.2
SUM
2.7M
31
recoveries
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
58,738
(4%)
ZEROES:
1,335,369
(93%)
MAX
39,860
95%
692
Q3
0
AVG
131
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
39,860
IQR
0.00
STD
722
VAR
522k
KURT.
234
SKEW
11.3
SUM
187.2M
32
collection_recovery_fee
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
61,403
(4%)
ZEROES:
1,335,376
(93%)
MAX
7,175
95%
118
Q3
0
AVG
23
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
7,175
IQR
0.00
STD
129
VAR
16,570
KURT.
240
SKEW
11.5
SUM
33.0M
33
last_pymnt_amnt
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
366,592
(26%)
ZEROES:
1,899
(<1%)
MAX
42,149
95%
17,336
Q3
2,920
AVG
3,326
MEDIAN
576
Q1
306
5%
99
MIN
0
RANGE
42,149
IQR
2,614
STD
6,178
VAR
38.2M
KURT.
7.89
SKEW
2.72
SUM
4.8B
34
collections_12_mths_ex_med
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
14
(<1%)
ZEROES:
1,406,252
(98%)
MAX
20.0
95%
0.0
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
20.0
IQR
0.00
STD
0.158
VAR
0.025
KURT.
489
SKEW
13.1
SUM
28,622
35
policy_code
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
36
application_type
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
37
acc_now_delinq
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
38
tot_coll_amt
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
11,799
(<1%)
ZEROES:
1,206,576
(84%)
MAX
6.2M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
6.2M
IQR
0.00
STD
7,228
VAR
52.2M
KURT.
577k
SKEW
719
SUM
340.4M
39
tot_cur_bal
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
390,763
(27%)
ZEROES:
768
(<1%)
MAX
10.0M
95%
0.5M
Q3
0.2M
AVG
0.1M
MEDIAN
0.1M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
10.0M
IQR
190k
STD
166k
VAR
27.6B
KURT.
46.5
SKEW
3.19
SUM
209.1B
40
total_rev_hi_lim
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
17,738
(1%)
ZEROES:
982
(<1%)
MAX
2.2M
95%
0.1M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
2.2M
IQR
30,400
STD
36,415
VAR
1.3B
KURT.
136
SKEW
6.13
SUM
52.4B
41
acc_open_past_24mths
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
53
(<1%)
ZEROES:
65,720
(5%)
MAX
61.0
95%
11.0
Q3
6.0
AVG
4.6
MEDIAN
4.0
Q1
2.0
5%
1.0
MIN
0.0
RANGE
61.0
IQR
4.00
STD
3.25
VAR
10.5
KURT.
4.42
SKEW
1.44
SUM
6.5M
42
chargeoff_within_12_mths
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
43
delinq_amnt
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
1,546
(<1%)
ZEROES:
1,427,897
(>99%)
MAX
185k
95%
0k
Q3
0k
AVG
0k
MEDIAN
0k
Q1
0k
5%
0k
MIN
0k
RANGE
185k
IQR
0.00
STD
712
VAR
507k
KURT.
10,574
SKEW
89.7
SUM
18.3M
44
mo_sin_old_rev_tl_op
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
760
(<1%)
ZEROES:
---
MAX
902
95%
372
Q3
232
AVG
181
MEDIAN
162
Q1
115
5%
46
MIN
1
RANGE
901
IQR
117
STD
99.3
VAR
9,861
KURT.
1.31
SKEW
0.999
SUM
258.6M
45
mo_sin_rcnt_rev_tl_op
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
317
(<1%)
ZEROES:
20,576
(1%)
MAX
564
95%
46
Q3
18
AVG
14
MEDIAN
9
Q1
4
5%
1
MIN
0
RANGE
564
IQR
14.0
STD
18.0
VAR
326
KURT.
23.2
SKEW
3.69
SUM
20.6M
46
mo_sin_rcnt_tl
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
221
(<1%)
ZEROES:
21,262
(1%)
MAX
382
95%
24
Q3
11
AVG
8
MEDIAN
6
Q1
3
5%
1
MIN
0
RANGE
382
IQR
8.00
STD
9.22
VAR
85.0
KURT.
52.0
SKEW
4.77
SUM
12.0M
47
mort_acc
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
40
(<1%)
ZEROES:
615,799
(43%)
MAX
87.0
95%
5.0
Q3
2.0
AVG
1.5
MEDIAN
1.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
87.0
IQR
2.00
STD
1.79
VAR
3.20
KURT.
10.5
SKEW
1.79
SUM
2.1M
48
num_accts_ever_120_pd
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
43
(<1%)
ZEROES:
1,103,808
(77%)
MAX
58.0
95%
3.0
Q3
0.0
AVG
0.5
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
58.0
IQR
0.00
STD
1.40
VAR
1.95
KURT.
55.3
SKEW
5.63
SUM
728k
49
num_actv_bc_tl
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
40
(<1%)
ZEROES:
34,814
(2%)
MAX
50.0
95%
8.0
Q3
5.0
AVG
3.7
MEDIAN
3.0
Q1
2.0
5%
1.0
MIN
0.0
RANGE
50.0
IQR
3.00
STD
2.39
VAR
5.71
KURT.
5.01
SKEW
1.54
SUM
5.3M
50
num_actv_rev_tl
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
54
(<1%)
ZEROES:
8,912
(<1%)
MAX
72.0
95%
12.0
Q3
7.0
AVG
5.6
MEDIAN
5.0
Q1
3.0
5%
2.0
MIN
0.0
RANGE
72.0
IQR
4.00
STD
3.46
VAR
12.0
KURT.
5.28
SKEW
1.63
SUM
8.0M
51
num_bc_sats
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
57
(<1%)
ZEROES:
15,813
(1%)
MAX
71.0
95%
11.0
Q3
6.0
AVG
4.8
MEDIAN
4.0
Q1
3.0
5%
1.0
MIN
0.0
RANGE
71.0
IQR
3.00
STD
3.16
VAR
9.97
KURT.
6.95
SKEW
1.79
SUM
6.9M
52
num_bc_tl
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
72
(<1%)
ZEROES:
4,157
(<1%)
MAX
86.0
95%
16.0
Q3
10.0
AVG
7.4
MEDIAN
6.0
Q1
4.0
5%
2.0
MIN
0.0
RANGE
86.0
IQR
6.00
STD
4.59
VAR
21.0
KURT.
4.77
SKEW
1.55
SUM
10.6M
53
num_il_tl
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
113
(<1%)
ZEROES:
44,084
(3%)
MAX
159
95%
23
Q3
11
AVG
8
MEDIAN
6
Q1
3
5%
1
MIN
0
RANGE
159
IQR
8.00
STD
7.41
VAR
54.9
KURT.
8.12
SKEW
2.15
SUM
12.1M
54
num_op_rev_tl
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
77
(<1%)
ZEROES:
829
(<1%)
MAX
91.0
95%
17.0
Q3
11.0
AVG
8.3
MEDIAN
7.0
Q1
5.0
5%
3.0
MIN
0.0
RANGE
91.0
IQR
6.00
STD
4.84
VAR
23.4
KURT.
5.06
SKEW
1.59
SUM
11.8M
55
num_rev_accts
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
109
(<1%)
ZEROES:
---
MAX
151
95%
29
Q3
17
AVG
14
MEDIAN
12
Q1
8
5%
4
MIN
2
RANGE
149
IQR
9.00
STD
8.00
VAR
63.9
KURT.
4.20
SKEW
1.49
SUM
19.4M
56
num_rev_tl_bal_gt_0
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
50
(<1%)
ZEROES:
8,839
(<1%)
MAX
65.0
95%
12.0
Q3
7.0
AVG
5.5
MEDIAN
5.0
Q1
3.0
5%
2.0
MIN
0.0
RANGE
65.0
IQR
4.00
STD
3.36
VAR
11.3
KURT.
4.43
SKEW
1.52
SUM
7.9M
57
num_sats
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
83
(<1%)
ZEROES:
45
(<1%)
MAX
101
95%
23
Q3
15
AVG
12
MEDIAN
11
Q1
8
5%
4
MIN
0
RANGE
101
IQR
7.00
STD
5.83
VAR
33.9
KURT.
3.47
SKEW
1.34
SUM
16.7M
58
num_tl_30dpd
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
59
num_tl_90g_dpd_24m
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
27
(<1%)
ZEROES:
1,360,314
(95%)
MAX
58.0
95%
1.0
Q3
0.0
AVG
0.1
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
58.0
IQR
0.00
STD
0.487
VAR
0.237
KURT.
458
SKEW
15.0
SUM
113k
60
num_tl_op_past_12m
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
33
(<1%)
ZEROES:
281,393
(20%)
MAX
32.0
95%
6.0
Q3
3.0
AVG
2.1
MEDIAN
2.0
Q1
1.0
5%
0.0
MIN
0.0
RANGE
32.0
IQR
2.00
STD
1.89
VAR
3.56
KURT.
4.54
SKEW
1.52
SUM
3.0M
61
pub_rec_bankruptcies
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
62
tax_liens
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
33
(<1%)
ZEROES:
1,391,069
(97%)
MAX
61.0
95%
0.0
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
61.0
IQR
0.00
STD
0.392
VAR
0.154
KURT.
3,141
SKEW
32.5
SUM
68,764
63
tot_hi_cred_lim
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
420,455
(29%)
ZEROES:
47
(<1%)
MAX
10.0M
95%
0.5M
Q3
0.3M
AVG
0.2M
MEDIAN
0.1M
Q1
0.1M
5%
0.0M
MIN
0.0M
RANGE
10.0M
IQR
214k
STD
187k
VAR
35.1B
KURT.
72.2
SKEW
3.63
SUM
264.3B
64
total_bal_ex_mort
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
182,052
(13%)
ZEROES:
1,227
(<1%)
MAX
2.6M
95%
0.1M
Q3
0.1M
AVG
0.1M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
2.6M
IQR
45,599
STD
52,182
VAR
2.7B
KURT.
39.0
SKEW
3.81
SUM
75.6B
65
total_bc_limit
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
8,454
(<1%)
ZEROES:
16,538
(1%)
MAX
1.6M
95%
0.1M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
1.6M
IQR
23,500
STD
24,281
VAR
589.5M
KURT.
28.4
SKEW
2.92
SUM
35.6B
66
total_il_high_credit_limit
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
167,851
(12%)
ZEROES:
161,976
(11%)
MAX
2.1M
95%
0.1M
Q3
0.1M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
2.1M
IQR
45,810
STD
46,952
VAR
2.2B
KURT.
28.4
SKEW
3.11
SUM
65.6B
67
hardship_flag
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
68
debt_settlement_flag
VALUES:
1,432,440
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
loan_amnt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
funded_amnt
1.00
funded_amnt_inv
1.00
installment
0.95
total_pymnt_inv
0.66
total_pymnt
0.66
total_rec_int
0.60
total_rec_prncp
0.57
out_prncp_inv
0.53
out_prncp
0.53
total_bc_limit
0.36
total_rev_hi_lim
0.34
tot_hi_cred_lim
0.33
revol_bal
0.31
tot_cur_bal
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
term
0.38
purpose
0.20
home_ownership
0.17
verification_status
0.15
application_type
0.14
initial_list_status
0.10
loan_status
0.10
sub_grade
0.10
grade
0.08
issue_d
0.08
pub_rec_bankruptcies
0.07
addr_state
0.06
hardship_flag
0.01
pymnt_plan
0.01
MOST FREQUENT VALUES
10000.0
129,564
9.0%
20000.0
87,120
6.1%
15000.0
79,504
5.6%
12000.0
75,353
5.3%
5000.0
58,144
4.1%
35000.0
53,510
3.7%
8000.0
48,633
3.4%
6000.0
46,922
3.3%
30000.0
46,121
3.2%
16000.0
44,708
3.1%
25000.0
44,148
3.1%
24000.0
35,428
2.5%
40000.0
35,101
2.5%
18000.0
29,663
2.1%
7000.0
24,333
1.7%
SMALLEST VALUES
1000.0
7,049
0.5%
1025.0
34
<0.1%
1050.0
24
<0.1%
1075.0
12
<0.1%
1100.0
189
<0.1%
1125.0
19
<0.1%
1150.0
30
<0.1%
1175.0
1
<0.1%
1200.0
2,338
0.2%
1225.0
13
<0.1%
1250.0
63
<0.1%
1275.0
38
<0.1%
1300.0
245
<0.1%
1325.0
28
<0.1%
1350.0
34
<0.1%
LARGEST VALUES
40000.0
35,101
2.5%
39975.0
11
<0.1%
39950.0
9
<0.1%
39925.0
19
<0.1%
39900.0
29
<0.1%
39875.0
10
<0.1%
39850.0
10
<0.1%
39825.0
15
<0.1%
39800.0
14
<0.1%
39775.0
16
<0.1%
39750.0
12
<0.1%
39725.0
11
<0.1%
39700.0
13
<0.1%
39675.0
10
<0.1%
39650.0
11
<0.1%
funded_amnt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
loan_amnt
1.00
funded_amnt_inv
1.00
installment
0.95
total_pymnt_inv
0.66
total_pymnt
0.66
total_rec_int
0.60
total_rec_prncp
0.57
out_prncp_inv
0.53
out_prncp
0.53
total_bc_limit
0.36
total_rev_hi_lim
0.34
tot_hi_cred_lim
0.33
revol_bal
0.31
tot_cur_bal
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
term
0.38
purpose
0.20
home_ownership
0.17
verification_status
0.15
application_type
0.14
initial_list_status
0.10
loan_status
0.10
sub_grade
0.10
grade
0.08
issue_d
0.08
pub_rec_bankruptcies
0.07
addr_state
0.06
hardship_flag
0.01
pymnt_plan
0.01
MOST FREQUENT VALUES
10000.0
129,567
9.0%
20000.0
87,118
6.1%
15000.0
79,504
5.6%
12000.0
75,353
5.3%
5000.0
58,144
4.1%
35000.0
53,510
3.7%
8000.0
48,633
3.4%
6000.0
46,922
3.3%
30000.0
46,121
3.2%
16000.0
44,708
3.1%
25000.0
44,148
3.1%
24000.0
35,428
2.5%
40000.0
35,101
2.5%
18000.0
29,662
2.1%
7000.0
24,333
1.7%
SMALLEST VALUES
1000.0
7,049
0.5%
1025.0
34
<0.1%
1050.0
24
<0.1%
1075.0
12
<0.1%
1100.0
189
<0.1%
1125.0
19
<0.1%
1150.0
30
<0.1%
1175.0
1
<0.1%
1200.0
2,338
0.2%
1225.0
13
<0.1%
1250.0
63
<0.1%
1275.0
38
<0.1%
1300.0
245
<0.1%
1325.0
28
<0.1%
1350.0
34
<0.1%
LARGEST VALUES
40000.0
35,101
2.5%
39975.0
11
<0.1%
39950.0
9
<0.1%
39925.0
19
<0.1%
39900.0
29
<0.1%
39875.0
10
<0.1%
39850.0
10
<0.1%
39825.0
15
<0.1%
39800.0
14
<0.1%
39775.0
16
<0.1%
39750.0
12
<0.1%
39725.0
11
<0.1%
39700.0
13
<0.1%
39675.0
10
<0.1%
39650.0
11
<0.1%
funded_amnt_inv
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
funded_amnt
1.00
loan_amnt
1.00
installment
0.95
total_pymnt_inv
0.66
total_pymnt
0.66
total_rec_int
0.60
total_rec_prncp
0.57
out_prncp_inv
0.53
out_prncp
0.53
total_bc_limit
0.36
total_rev_hi_lim
0.34
tot_hi_cred_lim
0.33
revol_bal
0.31
tot_cur_bal
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
term
0.38
purpose
0.20
home_ownership
0.17
verification_status
0.15
application_type
0.14
initial_list_status
0.11
loan_status
0.10
sub_grade
0.10
grade
0.08
issue_d
0.08
pub_rec_bankruptcies
0.07
addr_state
0.06
hardship_flag
0.01
pymnt_plan
0.01
MOST FREQUENT VALUES
10000.0
125,705
8.8%
20000.0
83,337
5.8%
15000.0
76,387
5.3%
12000.0
73,048
5.1%
5000.0
56,885
4.0%
35000.0
49,925
3.5%
8000.0
47,280
3.3%
6000.0
45,963
3.2%
30000.0
43,762
3.1%
16000.0
43,160
3.0%
25000.0
42,346
3.0%
24000.0
33,822
2.4%
40000.0
33,555
2.3%
18000.0
28,459
2.0%
7000.0
23,761
1.7%
SMALLEST VALUES
725.0
14
<0.1%
750.0
56
<0.1%
775.0
1
<0.1%
800.0
2
<0.1%
850.0
2
<0.1%
900.0
2
<0.1%
925.0
8
<0.1%
950.0
26
<0.1%
975.0
78
<0.1%
1000.0
6,887
0.5%
1025.0
35
<0.1%
1050.0
25
<0.1%
1075.0
11
<0.1%
1100.0
188
<0.1%
1125.0
21
<0.1%
LARGEST VALUES
40000.0
33,555
2.3%
39975.0
653
<0.1%
39950.0
203
<0.1%
39925.0
72
<0.1%
39900.0
34
<0.1%
39875.0
15
<0.1%
39850.0
12
<0.1%
39825.0
16
<0.1%
39800.0
12
<0.1%
39775.0
14
<0.1%
39750.0
304
<0.1%
39725.0
217
<0.1%
39700.0
116
<0.1%
39675.0
39
<0.1%
39650.0
15
<0.1%
term
MISSING:
---
TOP CATEGORIES
36 months
1.0M
72%
60 months
396,205
28%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
term
PROVIDES INFORMATION ON...
policy_code
1.00
initial_list_status
0.04
grade
0.04
sub_grade
0.02
loan_status
0.01
application_type
0.01
home_ownership
0.01
pymnt_plan
0.01
purpose
0.00
hardship_flag
0.00
verification_status
0.00
issue_d
0.00
acc_now_delinq
0.00
chargeoff_within_12_mths
0.00

THESE FEATURES
GIVE INFORMATION
ON term:
sub_grade
0.12
grade
0.10
initial_list_status
0.04
loan_status
0.03
purpose
0.01
home_ownership
0.01
application_type
0.01
issue_d
0.00
verification_status
0.00
addr_state
0.00
pub_rec_bankruptcies
0.00
chargeoff_within_12_mths
0.00
hardship_flag
0.00
pymnt_plan
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
term
CORRELATION RATIO WITH...
total_rec_int
0.46
funded_amnt_inv
0.38
loan_amnt
0.38
funded_amnt
0.38
out_prncp_inv
0.37
out_prncp
0.37
total_pymnt_inv
0.14
total_pymnt
0.14
installment
0.13
tot_cur_bal
0.11
tot_hi_cred_lim
0.11
last_pymnt_amnt
0.10
total_bal_ex_mort
0.10
mort_acc
0.10
int_rate
MISSING:
---
49,032
3%
-
-
11.49%
41,977
3%
-
-
12.74%
39,202
3%
-
-
13.49%
39,032
3%
-
-
13.99%
36,953
3%
-
-
5.32%
31,347
2%
-
-
14.99%
30,542
2%
-
-
8.24%
30,233
2%
-
-
15.99%
29,555
2%
-
-
10.49%
27,497
2%
-
-
11.44%
25,194
2%
-
-
16.99%
23,212
2%
-
-
11.39%
22,539
2%
-
-
18.99%
19,671
1%
-
-
17.99%
19,616
1%
-
-
7.99%
18,675
1%
-
-
11.99%
17,546
1%
-
-
13.56%
16,868
1%
-
-
8.19%
16,612
1%
-
-
15.02%
15,367
1%
-
-
14.47%
15,238
1%
-
-
6.99%
14,649
1%
-
-
19.99%
14,376
1%
-
-
16.14%
14,026
<1%
-
-
16.91%
13,882
<1%
-
-
7.49%
13,712
<1%
-
-
6.11%
12,807
<1%
-
-
17.97%
11,938
<1%
-
-
11.55%
11,856
<1%
-
-
7.84%
11,808
<1%
-
-
11.47%
11,770
<1%
-
-
9.75%
11,683
<1%
-
-
10.75%
11,602
<1%
-
-
8.81%
11,314
<1%
-
-
6.46%
11,287
<1%
-
-
7.24%
10,736
<1%
-
-
12.99%
10,711
<1%
-
-
11.80%
10,553
<1%
-
-
10.47%
10,504
<1%
-
-
8.46%
10,396
<1%
-
-
9.16%
9,990
<1%
-
-
13.67%
9,897
<1%
-
-
12.79%
9,880
<1%
-
-
18.94%
9,686
<1%
-
-
10.33%
9,638
<1%
-
-
8.39%
9,626
<1%
-
-
14.46%
9,556
<1%
-
-
10.08%
9,553
<1%
-
-
12.73%
9,546
<1%
-
-
10.99%
9,529
<1%
-
-
7.21%
8,998
<1%
-
-
19.92%
8,875
<1%
-
-
14.49%
8,760
<1%
-
-
7.39%
8,751
<1%
-
-
6.67%
8,613
<1%
-
-
5.31%
8,430
<1%
-
-
7.56%
8,394
<1%
-
-
22.74%
8,349
<1%
-
-
7.02%
8,217
<1%
-
-
11.06%
8,210
<1%
-
-
7.89%
454,424
32%
-
-
(Other)
installment
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
funded_amnt
0.95
loan_amnt
0.95
funded_amnt_inv
0.95
total_pymnt_inv
0.69
total_pymnt
0.69
total_rec_prncp
0.61
total_rec_int
0.56
out_prncp_inv
0.41
out_prncp
0.41
total_bc_limit
0.33
total_rev_hi_lim
0.31
last_pymnt_amnt
0.30
revol_bal
0.30
tot_hi_cred_lim
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
purpose
0.20
verification_status
0.17
sub_grade
0.14
home_ownership
0.14
grade
0.13
term
0.13
application_type
0.12
addr_state
0.07
loan_status
0.07
pub_rec_bankruptcies
0.06
issue_d
0.05
initial_list_status
0.03
hardship_flag
0.01
pymnt_plan
0.01
MOST FREQUENT VALUES
329.72
4,032
0.3%
301.15
3,350
0.2%
361.38
3,112
0.2%
314.48
2,820
0.2%
335.69
2,811
0.2%
339.31
2,759
0.2%
164.86
2,714
0.2%
197.83
2,589
0.2%
263.78
2,464
0.2%
395.66
2,438
0.2%
324.98
2,385
0.2%
329.48
2,303
0.2%
602.3
2,262
0.2%
494.57
2,259
0.2%
451.73
2,231
0.2%
SMALLEST VALUES
19.4
1
<0.1%
29.76
1
<0.1%
30.12
73
<0.1%
30.46
18
<0.1%
30.48
10
<0.1%
30.51
4
<0.1%
30.64
15
<0.1%
30.65
22
<0.1%
30.73
19
<0.1%
30.75
29
<0.1%
30.8
13
<0.1%
30.87
7
<0.1%
30.88
42
<0.1%
30.89
24
<0.1%
30.98
23
<0.1%
LARGEST VALUES
1715.42
4
<0.1%
1676.23
3
<0.1%
1674.06
1
<0.1%
1670.15
1
<0.1%
1638.81
2
<0.1%
1628.08
2
<0.1%
1618.24
7
<0.1%
1618.03
1
<0.1%
1608.09
1
<0.1%
1607.8
1
<0.1%
1597.6
12
<0.1%
1590.4
8
<0.1%
1587.23
2
<0.1%
1587.02
2
<0.1%
1584.9
6
<0.1%
grade
MISSING:
---
TOP CATEGORIES
B
424,110
30%
C
421,101
29%
A
302,988
21%
D
191,137
13%
E
68,353
5%
F
19,480
1%
G
5,271
<1%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
grade
PROVIDES INFORMATION ON...
policy_code
1.00
sub_grade
0.49
term
0.10
debt_settlement_flag
0.03
verification_status
0.03
loan_status
0.03
initial_list_status
0.02
hardship_flag
0.02
pymnt_plan
0.02
purpose
0.01
acc_now_delinq
0.01
pub_rec_bankruptcies
0.01
num_tl_30dpd
0.01
chargeoff_within_12_mths
0.01

THESE FEATURES
GIVE INFORMATION
ON grade:
sub_grade
1.00
term
0.04
verification_status
0.02
loan_status
0.02
issue_d
0.01
purpose
0.01
initial_list_status
0.01
home_ownership
0.00
pub_rec_bankruptcies
0.00
debt_settlement_flag
0.00
addr_state
0.00
chargeoff_within_12_mths
0.00
application_type
0.00
acc_now_delinq
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade
CORRELATION RATIO WITH...
total_rec_int
0.44
total_bc_limit
0.27
total_rev_hi_lim
0.22
acc_open_past_24mths
0.17
num_tl_op_past_12m
0.17
recoveries
0.17
collection_recovery_fee
0.16
tot_hi_cred_lim
0.14
installment
0.13
mo_sin_old_rev_tl_op
0.13
total_pymnt_inv
0.12
total_pymnt
0.12
mort_acc
0.11
mo_sin_rcnt_tl
0.10
sub_grade
MISSING:
---
TOP CATEGORIES
C1
101,042
7%
B5
98,429
7%
B4
91,625
6%
B1
83,430
6%
C2
82,574
6%
C3
81,062
6%
C4
80,866
6%
B2
77,571
5%
C5
75,557
5%
B3
73,055
5%
A1
70,593
5%
A4
68,349
5%
A5
64,716
5%
D1
52,899
4%
A3
50,287
4%
A2
49,043
3%
D2
45,862
3%
(Other)
185,480
13%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
sub_grade
PROVIDES INFORMATION ON...
grade
1.00
policy_code
1.00
term
0.12
verification_status
0.03
debt_settlement_flag
0.03
loan_status
0.03
hardship_flag
0.03
initial_list_status
0.02
pymnt_plan
0.02
acc_now_delinq
0.01
purpose
0.01
num_tl_30dpd
0.01
issue_d
0.01
pub_rec_bankruptcies
0.01

THESE FEATURES
GIVE INFORMATION
ON sub_grade:
grade
0.49
term
0.02
verification_status
0.01
issue_d
0.01
loan_status
0.01
purpose
0.01
initial_list_status
0.00
home_ownership
0.00
pub_rec_bankruptcies
0.00
debt_settlement_flag
0.00
addr_state
0.00
application_type
0.00
chargeoff_within_12_mths
0.00
acc_now_delinq
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sub_grade
CORRELATION RATIO WITH...
total_rec_int
0.45
total_bc_limit
0.30
total_rev_hi_lim
0.24
acc_open_past_24mths
0.18
num_tl_op_past_12m
0.18
recoveries
0.17
collection_recovery_fee
0.17
tot_hi_cred_lim
0.16
mo_sin_old_rev_tl_op
0.15
installment
0.14
mort_acc
0.13
total_pymnt_inv
0.12
total_pymnt
0.12
tot_cur_bal
0.11
home_ownership
MISSING:
---
TOP CATEGORIES
MORTGAGE
701,646
49%
RENT
556,961
39%
OWN
170,888
12%
ANY
2,940
<1%
NONE
5
<1%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
home_ownership
PROVIDES INFORMATION ON...
policy_code
1.00
application_type
0.02
purpose
0.02
term
0.01
addr_state
0.01
num_tl_30dpd
0.01
acc_now_delinq
0.00
grade
0.00
debt_settlement_flag
0.00
initial_list_status
0.00
loan_status
0.00
hardship_flag
0.00
sub_grade
0.00
pymnt_plan
0.00

THESE FEATURES
GIVE INFORMATION
ON home_ownership:
addr_state
0.03
purpose
0.02
application_type
0.01
term
0.01
sub_grade
0.01
grade
0.00
issue_d
0.00
loan_status
0.00
verification_status
0.00
initial_list_status
0.00
debt_settlement_flag
0.00
pub_rec_bankruptcies
0.00
num_tl_30dpd
0.00
acc_now_delinq
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
CORRELATION RATIO WITH...
mort_acc
0.52
tot_hi_cred_lim
0.51
tot_cur_bal
0.50
total_acc
0.22
mo_sin_old_rev_tl_op
0.20
total_rev_hi_lim
0.18
funded_amnt_inv
0.17
loan_amnt
0.17
funded_amnt
0.17
revol_bal
0.16
total_bal_ex_mort
0.14
num_rev_accts
0.14
open_acc
0.14
num_sats
0.14
annual_inc
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tot_hi_cred_lim
0.23
tot_cur_bal
0.22
total_bal_ex_mort
0.19
total_rev_hi_lim
0.17
funded_amnt
0.17
loan_amnt
0.17
funded_amnt_inv
0.17
revol_bal
0.17
installment
0.16
total_il_high_credit_limit
0.16
total_bc_limit
0.16
total_pymnt_inv
0.13
total_pymnt
0.13
total_rec_prncp
0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
0.08
sub_grade
0.06
grade
0.05
addr_state
0.05
application_type
0.04
purpose
0.03
term
0.03
verification_status
0.03
pub_rec_bankruptcies
0.03
initial_list_status
0.02
loan_status
0.02
issue_d
0.02
debt_settlement_flag
0.01
acc_now_delinq
0.01
MOST FREQUENT VALUES
60000.0
54,246
3.8%
50000.0
47,070
3.3%
65000.0
40,723
2.8%
70000.0
39,344
2.7%
80000.0
38,820
2.7%
75000.0
37,257
2.6%
40000.0
35,999
2.5%
45000.0
32,463
2.3%
100000.0
31,645
2.2%
55000.0
31,555
2.2%
90000.0
29,249
2.0%
85000.0
26,649
1.9%
120000.0
25,503
1.8%
35000.0
21,782
1.5%
30000.0
21,006
1.5%
SMALLEST VALUES
0.0
1,553
0.1%
1.0
39
<0.1%
3.0
1
<0.1%
8.0
1
<0.1%
10.0
2
<0.1%
20.0
2
<0.1%
23.0
1
<0.1%
25.0
1
<0.1%
32.0
1
<0.1%
33.0
1
<0.1%
36.0
1
<0.1%
40.0
2
<0.1%
50.0
1
<0.1%
60.0
2
<0.1%
70.0
2
<0.1%
LARGEST VALUES
61000000.0
4
<0.1%
9930475.0
1
<0.1%
9757200.0
1
<0.1%
9573072.0
1
<0.1%
9550000.0
1
<0.1%
9522972.0
4
<0.1%
9300086.0
4
<0.1%
9300000.0
1
<0.1%
9225000.0
1
<0.1%
9000000.0
3
<0.1%
8797500.0
1
<0.1%
8779200.0
1
<0.1%
8500000.0
6
<0.1%
8400000.0
1
<0.1%
8365188.0
1
<0.1%
verification_status
MISSING:
---
TOP CATEGORIES
Source Verified
579,046
40%
Not Verified
499,473
35%
Verified
353,921
25%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
verification_status
PROVIDES INFORMATION ON...
policy_code
1.00
grade
0.02
application_type
0.01
acc_now_delinq
0.01
sub_grade
0.01
debt_settlement_flag
0.01
loan_status
0.01
purpose
0.00
issue_d
0.00
hardship_flag
0.00
initial_list_status
0.00
num_tl_30dpd
0.00
chargeoff_within_12_mths
0.00
pymnt_plan
0.00

THESE FEATURES
GIVE INFORMATION
ON verification_status:
sub_grade
0.03
grade
0.03
issue_d
0.01
loan_status
0.01
purpose
0.01
application_type
0.00
initial_list_status
0.00
home_ownership
0.00
term
0.00
addr_state
0.00
debt_settlement_flag
0.00
pub_rec_bankruptcies
0.00
acc_now_delinq
0.00
chargeoff_within_12_mths
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
verification_status
CORRELATION RATIO WITH...
total_rec_int
0.19
installment
0.17
total_pymnt
0.16
total_pymnt_inv
0.16
loan_amnt
0.15
funded_amnt
0.15
funded_amnt_inv
0.15
total_rec_prncp
0.12
num_tl_op_past_12m
0.10
acc_open_past_24mths
0.09
mo_sin_old_rev_tl_op
0.09
recoveries
0.07
collection_recovery_fee
0.07
total_bc_limit
0.07
issue_d
MISSING:
---
TOP CATEGORIES
Mar-2017
148,724
10%
Jan-2017
127,340
9%
Feb-2017
111,052
8%
Mar-2016
61,992
4%
May-2018
46,311
3%
Oct-2018
46,305
3%
Aug-2018
46,079
3%
Jan-2019
43,584
3%
Jul-2018
43,089
3%
Apr-2018
42,928
3%
Nov-2018
41,973
3%
Jun-2018
41,533
3%
Dec-2018
40,134
3%
Feb-2016
39,529
3%
Sep-2018
39,026
3%
Mar-2018
38,771
3%
Apr-2016
36,432
3%
(Other)
437,638
31%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
issue_d
PROVIDES INFORMATION ON...
policy_code
1.00
loan_status
0.18
application_type
0.09
acc_now_delinq
0.08
num_tl_30dpd
0.08
debt_settlement_flag
0.07
pymnt_plan
0.04
hardship_flag
0.04
initial_list_status
0.04
grade
0.01
verification_status
0.01
sub_grade
0.01
pub_rec_bankruptcies
0.00
purpose
0.00

THESE FEATURES
GIVE INFORMATION
ON issue_d:
loan_status
0.06
sub_grade
0.01
application_type
0.01
grade
0.01
initial_list_status
0.01
verification_status
0.00
purpose
0.00
debt_settlement_flag
0.00
addr_state
0.00
home_ownership
0.00
term
0.00
acc_now_delinq
0.00
pub_rec_bankruptcies
0.00
num_tl_30dpd
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
issue_d
CORRELATION RATIO WITH...
out_prncp
0.58
out_prncp_inv
0.58
total_pymnt
0.42
total_pymnt_inv
0.42
total_rec_prncp
0.40
total_rec_int
0.26
last_pymnt_amnt
0.18
recoveries
0.12
collection_recovery_fee
0.12
pub_rec
0.11
total_bc_limit
0.10
tax_liens
0.09
funded_amnt_inv
0.08
funded_amnt
0.08
loan_status
MISSING:
---
TOP CATEGORIES
Current
702,223
49%
Fully Paid
551,955
39%
Charged Off
147,348
10%
Late (31-120 days)
18,752
1%
In Grace Period
7,928
<1%
Late (16-30 days)
4,207
<1%
Default
27
<1%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
loan_status
PROVIDES INFORMATION ON...
policy_code
1.00
pymnt_plan
0.46
hardship_flag
0.45
debt_settlement_flag
0.44
issue_d
0.06
application_type
0.03
term
0.03
grade
0.02
acc_now_delinq
0.01
num_tl_30dpd
0.01
initial_list_status
0.01
sub_grade
0.01
verification_status
0.01
pub_rec_bankruptcies
0.00

THESE FEATURES
GIVE INFORMATION
ON loan_status:
issue_d
0.18
debt_settlement_flag
0.04
sub_grade
0.03
grade
0.03
term
0.01
application_type
0.01
verification_status
0.01
initial_list_status
0.01
purpose
0.00
home_ownership
0.00
addr_state
0.00
hardship_flag
0.00
pub_rec_bankruptcies
0.00
pymnt_plan
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
loan_status
CORRELATION RATIO WITH...
out_prncp
0.65
out_prncp_inv
0.65
last_pymnt_amnt
0.58
recoveries
0.53
collection_recovery_fee
0.53
total_rec_prncp
0.52
total_pymnt
0.41
total_pymnt_inv
0.40
total_rec_late_fee
0.18
total_rec_int
0.13
acc_open_past_24mths
0.13
num_tl_op_past_12m
0.11
funded_amnt_inv
0.10
funded_amnt
0.10
pymnt_plan
MISSING:
---
TOP CATEGORIES
n
1.4M
>99%
y
458
<1%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
pymnt_plan
PROVIDES INFORMATION ON...
policy_code
1.00
hardship_flag
0.66
loan_status
0.00
debt_settlement_flag
0.00
acc_now_delinq
0.00
num_tl_30dpd
0.00
issue_d
0.00
grade
0.00
chargeoff_within_12_mths
0.00
term
0.00
sub_grade
0.00
application_type
0.00
addr_state
0.00
pub_rec_bankruptcies
0.00

THESE FEATURES
GIVE INFORMATION
ON pymnt_plan:
hardship_flag
0.90
loan_status
0.46
issue_d
0.04
sub_grade
0.02
grade
0.02
addr_state
0.02
term
0.01
verification_status
0.00
purpose
0.00
debt_settlement_flag
0.00
application_type
0.00
home_ownership
0.00
pub_rec_bankruptcies
0.00
chargeoff_within_12_mths
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pymnt_plan
CORRELATION RATIO WITH...
total_rec_late_fee
0.03
out_prncp_inv
0.02
out_prncp
0.02
total_rec_int
0.02
last_pymnt_amnt
0.01
installment
0.01
funded_amnt_inv
0.01
funded_amnt
0.01
loan_amnt
0.01
acc_open_past_24mths
0.00
mort_acc
0.00
total_bal_ex_mort
0.00
total_il_high_credit_limit
0.00
num_tl_op_past_12m
0.00
purpose
MISSING:
---
TOP CATEGORIES
debt_consolidation
791,532
55%
credit_card
335,091
23%
home_improvement
98,922
7%
other
93,997
7%
major_purchase
32,649
2%
medical
18,807
1%
car
15,288
1%
small_business
15,032
1%
vacation
10,579
<1%
house
9,893
<1%
moving
9,733
<1%
renewable_energy
910
<1%
wedding
7
<1%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
purpose
PROVIDES INFORMATION ON...
policy_code
1.00
home_ownership
0.02
term
0.01
grade
0.01
verification_status
0.01
sub_grade
0.01
acc_now_delinq
0.00
initial_list_status
0.00
num_tl_30dpd
0.00
application_type
0.00
loan_status
0.00
debt_settlement_flag
0.00
pymnt_plan
0.00
chargeoff_within_12_mths
0.00

THESE FEATURES
GIVE INFORMATION
ON purpose:
home_ownership
0.02
sub_grade
0.01
grade
0.01
verification_status
0.00
issue_d
0.00
term
0.00
addr_state
0.00
loan_status
0.00
initial_list_status
0.00
application_type
0.00
pub_rec_bankruptcies
0.00
debt_settlement_flag
0.00
chargeoff_within_12_mths
0.00
acc_now_delinq
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
purpose
CORRELATION RATIO WITH...
loan_amnt
0.20
funded_amnt_inv
0.20
funded_amnt
0.20
installment
0.20
total_pymnt_inv
0.15
total_pymnt
0.15
total_rec_int
0.15
total_rec_prncp
0.13
num_actv_bc_tl
0.13
num_actv_rev_tl
0.12
num_rev_tl_bal_gt_0
0.12
tot_hi_cred_lim
0.11
mort_acc
0.11
tot_cur_bal
0.11
addr_state
MISSING:
---
TOP CATEGORIES
CA
194,517
14%
TX
120,764
8%
NY
116,343
8%
FL
104,572
7%
IL
57,216
4%
NJ
51,789
4%
OH
47,308
3%
PA
47,272
3%
GA
46,361
3%
NC
39,665
3%
VA
38,466
3%
MI
36,962
3%
MD
34,432
2%
AZ
34,217
2%
MA
32,520
2%
CO
31,039
2%
WA
29,650
2%
(Other)
369,347
26%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
addr_state
PROVIDES INFORMATION ON...
policy_code
1.00
home_ownership
0.03
pub_rec_bankruptcies
0.02
pymnt_plan
0.02
debt_settlement_flag
0.02
hardship_flag
0.01
num_tl_30dpd
0.01
chargeoff_within_12_mths
0.01
acc_now_delinq
0.01
application_type
0.01
purpose
0.00
loan_status
0.00
term
0.00
issue_d
0.00

THESE FEATURES
GIVE INFORMATION
ON addr_state:
home_ownership
0.01
pub_rec_bankruptcies
0.00
issue_d
0.00
purpose
0.00
loan_status
0.00
sub_grade
0.00
application_type
0.00
debt_settlement_flag
0.00
verification_status
0.00
grade
0.00
term
0.00
chargeoff_within_12_mths
0.00
acc_now_delinq
0.00
initial_list_status
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
addr_state
CORRELATION RATIO WITH...
mort_acc
0.15
num_il_tl
0.15
tot_cur_bal
0.11
tot_hi_cred_lim
0.11
pub_rec
0.10
total_acc
0.10
num_bc_sats
0.09
num_actv_bc_tl
0.09
num_bc_tl
0.09
total_il_high_credit_limit
0.08
num_op_rev_tl
0.08
tax_liens
0.08
total_bc_limit
0.08
num_rev_tl_bal_gt_0
0.07
delinq_2yrs
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_tl_90g_dpd_24m
0.66
num_accts_ever_120_pd
0.22
total_acc
0.12
num_il_tl
0.08
collections_12_mths_ex_med
0.08
num_rev_accts
0.08
total_bc_limit
-0.08
mo_sin_old_rev_tl_op
0.08
mort_acc
0.07
acc_open_past_24mths
-0.05
tot_hi_cred_lim
0.05
tot_cur_bal
0.05
total_il_high_credit_limit
0.05
total_rev_hi_lim
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
chargeoff_within_12_mths
0.14
acc_now_delinq
0.11
num_tl_30dpd
0.09
sub_grade
0.08
grade
0.08
issue_d
0.07
pub_rec_bankruptcies
0.06
home_ownership
0.05
addr_state
0.05
purpose
0.04
loan_status
0.04
verification_status
0.03
initial_list_status
0.02
application_type
0.02
MOST FREQUENT VALUES
0.0
1.2M
81.7%
1.0
175,991
12.3%
2.0
49,804
3.5%
3.0
17,975
1.3%
4.0
8,263
0.6%
5.0
4,086
0.3%
6.0
2,387
0.2%
7.0
1,291
<0.1%
8.0
752
<0.1%
9.0
539
<0.1%
10.0
424
<0.1%
11.0
254
<0.1%
12.0
168
<0.1%
13.0
88
<0.1%
14.0
78
<0.1%
SMALLEST VALUES
0.0
1.2M
81.7%
1.0
175,991
12.3%
2.0
49,804
3.5%
3.0
17,975
1.3%
4.0
8,263
0.6%
5.0
4,086
0.3%
6.0
2,387
0.2%
7.0
1,291
<0.1%
8.0
752
<0.1%
9.0
539
<0.1%
10.0
424
<0.1%
11.0
254
<0.1%
12.0
168
<0.1%
13.0
88
<0.1%
14.0
78
<0.1%
LARGEST VALUES
58.0
1
<0.1%
35.0
1
<0.1%
29.0
1
<0.1%
24.0
2
<0.1%
23.0
2
<0.1%
22.0
1
<0.1%
21.0
11
<0.1%
20.0
12
<0.1%
19.0
15
<0.1%
18.0
21
<0.1%
17.0
19
<0.1%
16.0
37
<0.1%
15.0
69
<0.1%
14.0
78
<0.1%
13.0
88
<0.1%
earliest_cr_line
MISSING:
---
10,835
<1%
-
-
Aug-2005
10,811
<1%
-
-
Sep-2004
10,781
<1%
-
-
Sep-2005
10,623
<1%
-
-
Aug-2006
10,177
<1%
-
-
Sep-2003
10,173
<1%
-
-
Aug-2004
9,782
<1%
-
-
Aug-2003
9,389
<1%
-
-
Oct-2004
9,151
<1%
-
-
Oct-2003
8,950
<1%
-
-
Sep-2006
8,944
<1%
-
-
Jul-2003
8,899
<1%
-
-
Nov-2004
8,782
<1%
-
-
Jun-2005
8,746
<1%
-
-
Jul-2004
8,695
<1%
-
-
Aug-2002
8,668
<1%
-
-
Oct-2005
8,574
<1%
-
-
Aug-2007
8,525
<1%
-
-
Nov-2005
8,482
<1%
-
-
Jul-2005
8,399
<1%
-
-
Mar-2004
8,398
<1%
-
-
Mar-2005
8,372
<1%
-
-
Sep-2002
8,246
<1%
-
-
May-2006
8,244
<1%
-
-
Jun-2006
8,231
<1%
-
-
Mar-2006
8,149
<1%
-
-
Oct-2002
8,135
<1%
-
-
Dec-2004
8,086
<1%
-
-
Jul-2006
7,944
<1%
-
-
Aug-2001
7,866
<1%
-
-
May-2005
7,792
<1%
-
-
May-2004
7,782
<1%
-
-
Jun-2004
7,778
<1%
-
-
Feb-2005
7,737
<1%
-
-
Nov-2003
7,572
<1%
-
-
Dec-2005
7,548
<1%
-
-
Oct-2006
7,537
<1%
-
-
Apr-2004
7,511
<1%
-
-
Oct-2001
7,482
<1%
-
-
Apr-2005
7,392
<1%
-
-
Apr-2006
7,336
<1%
-
-
Aug-2000
7,324
<1%
-
-
Feb-2006
7,314
<1%
-
-
Jun-2003
7,309
<1%
-
-
Jan-2005
7,258
<1%
-
-
Nov-2002
7,223
<1%
-
-
Dec-2003
7,188
<1%
-
-
May-2003
7,170
<1%
-
-
Nov-2006
7,088
<1%
-
-
Feb-2004
6,994
<1%
-
-
Jul-2002
6,991
<1%
-
-
Oct-2000
6,954
<1%
-
-
Mar-2003
6,912
<1%
-
-
Nov-2001
6,895
<1%
-
-
Jan-2006
6,672
<1%
-
-
Nov-1999
6,662
<1%
-
-
Sep-2000
6,631
<1%
-
-
Sep-2001
6,628
<1%
-
-
Apr-2003
6,552
<1%
-
-
Nov-2000
6,525
<1%
-
-
Apr-2002
947,626
66%
-
-
(Other)
open_acc
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_sats
1.00
num_op_rev_tl
0.85
total_acc
0.74
num_rev_accts
0.70
num_rev_tl_bal_gt_0
0.68
num_actv_rev_tl
0.68
num_bc_sats
0.66
num_bc_tl
0.58
num_actv_bc_tl
0.58
acc_open_past_24mths
0.51
total_rev_hi_lim
0.44
total_bal_ex_mort
0.41
total_bc_limit
0.41
num_il_tl
0.40

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
0.14
purpose
0.08
addr_state
0.07
term
0.07
sub_grade
0.04
grade
0.04
issue_d
0.03
application_type
0.02
verification_status
0.02
acc_now_delinq
0.02
num_tl_30dpd
0.02
initial_list_status
0.01
loan_status
0.01
debt_settlement_flag
0.01
MOST FREQUENT VALUES
9.0
120,713
8.4%
10.0
117,262
8.2%
8.0
116,866
8.2%
7.0
109,000
7.6%
11.0
107,647
7.5%
12.0
97,046
6.8%
6.0
91,952
6.4%
13.0
84,445
5.9%
14.0
74,419
5.2%
5.0
70,409
4.9%
15.0
63,583
4.4%
16.0
53,042
3.7%
4.0
44,928
3.1%
17.0
44,220
3.1%
18.0
37,117
2.6%
SMALLEST VALUES
0.0
42
<0.1%
1.0
1,239
<0.1%
2.0
7,818
0.5%
3.0
22,546
1.6%
4.0
44,928
3.1%
5.0
70,409
4.9%
6.0
91,952
6.4%
7.0
109,000
7.6%
8.0
116,866
8.2%
9.0
120,713
8.4%
10.0
117,262
8.2%
11.0
107,647
7.5%
12.0
97,046
6.8%
13.0
84,445
5.9%
14.0
74,419
5.2%
LARGEST VALUES
101.0
1
<0.1%
97.0
1
<0.1%
94.0
1
<0.1%
86.0
2
<0.1%
82.0
1
<0.1%
81.0
1
<0.1%
80.0
1
<0.1%
78.0
1
<0.1%
77.0
1
<0.1%
74.0
1
<0.1%
72.0
7
<0.1%
71.0
5
<0.1%
70.0
1
<0.1%
69.0
5
<0.1%
68.0
2
<0.1%
pub_rec
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tax_liens
0.70
total_bc_limit
-0.12
acc_open_past_24mths
0.10
total_rev_hi_lim
-0.10
out_prncp
-0.08
out_prncp_inv
-0.08
num_tl_op_past_12m
0.08
revol_bal
-0.08
mo_sin_rcnt_rev_tl_op
-0.07
tot_hi_cred_lim
-0.06
mo_sin_rcnt_tl
-0.06
tot_cur_bal
-0.06
total_bal_ex_mort
-0.05
funded_amnt_inv
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pub_rec_bankruptcies
0.65
issue_d
0.11
addr_state
0.10
sub_grade
0.09
grade
0.08
loan_status
0.08
verification_status
0.04
purpose
0.04
initial_list_status
0.03
application_type
0.03
term
0.01
debt_settlement_flag
0.01
chargeoff_within_12_mths
0.01
home_ownership
0.01
MOST FREQUENT VALUES
0.0
1.2M
83.5%
1.0
201,826
14.1%
2.0
21,689
1.5%
3.0
6,827
0.5%
4.0
2,742
0.2%
5.0
1,300
<0.1%
6.0
629
<0.1%
7.0
302
<0.1%
8.0
111
<0.1%
9.0
99
<0.1%
10.0
47
<0.1%
11.0
39
<0.1%
12.0
25
<0.1%
13.0
19
<0.1%
14.0
16
<0.1%
SMALLEST VALUES
0.0
1.2M
83.5%
1.0
201,826
14.1%
2.0
21,689
1.5%
3.0
6,827
0.5%
4.0
2,742
0.2%
5.0
1,300
<0.1%
6.0
629
<0.1%
7.0
302
<0.1%
8.0
111
<0.1%
9.0
99
<0.1%
10.0
47
<0.1%
11.0
39
<0.1%
12.0
25
<0.1%
13.0
19
<0.1%
14.0
16
<0.1%
LARGEST VALUES
61.0
5
<0.1%
52.0
1
<0.1%
47.0
1
<0.1%
46.0
1
<0.1%
45.0
1
<0.1%
37.0
1
<0.1%
31.0
1
<0.1%
28.0
9
<0.1%
25.0
1
<0.1%
24.0
4
<0.1%
22.0
1
<0.1%
21.0
2
<0.1%
20.0
5
<0.1%
19.0
16
<0.1%
17.0
2
<0.1%
revol_bal
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_rev_hi_lim
0.80
total_bal_ex_mort
0.50
total_bc_limit
0.47
tot_hi_cred_lim
0.47
tot_cur_bal
0.44
num_actv_bc_tl
0.33
num_actv_rev_tl
0.33
num_rev_tl_bal_gt_0
0.33
funded_amnt
0.31
loan_amnt
0.31
funded_amnt_inv
0.31
installment
0.30
num_bc_sats
0.29
num_bc_tl
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
0.16
pub_rec_bankruptcies
0.10
purpose
0.10
term
0.08
addr_state
0.06
verification_status
0.06
sub_grade
0.05
issue_d
0.04
grade
0.04
loan_status
0.04
initial_list_status
0.03
chargeoff_within_12_mths
0.01
debt_settlement_flag
0.01
application_type
0.01
MOST FREQUENT VALUES
0.0
8,842
0.6%
8.0
165
<0.1%
5.0
124
<0.1%
6312.0
115
<0.1%
2.0
115
<0.1%
5892.0
114
<0.1%
10.0
114
<0.1%
4331.0
113
<0.1%
8842.0
113
<0.1%
8491.0
112
<0.1%
4997.0
112
<0.1%
5262.0
112
<0.1%
7418.0
112
<0.1%
7933.0
111
<0.1%
4441.0
111
<0.1%
SMALLEST VALUES
0.0
8,842
0.6%
1.0
72
<0.1%
2.0
115
<0.1%
3.0
96
<0.1%
4.0
111
<0.1%
5.0
124
<0.1%
6.0
106
<0.1%
7.0
92
<0.1%
8.0
165
<0.1%
9.0
97
<0.1%
10.0
114
<0.1%
11.0
73
<0.1%
12.0
83
<0.1%
13.0
84
<0.1%
14.0
71
<0.1%
LARGEST VALUES
2358150.0
1
<0.1%
1830688.0
1
<0.1%
1803041.0
1
<0.1%
1698749.0
4
<0.1%
1470945.0
1
<0.1%
1392002.0
1
<0.1%
1241185.0
1
<0.1%
1137891.0
1
<0.1%
1113293.0
1
<0.1%
1101954.0
1
<0.1%
1087664.0
4
<0.1%
1049095.0
1
<0.1%
1044210.0
1
<0.1%
1023940.0
1
<0.1%
971736.0
1
<0.1%
total_acc
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_rev_accts
0.76
open_acc
0.74
num_sats
0.73
num_il_tl
0.70
num_bc_tl
0.63
num_op_rev_tl
0.60
total_bal_ex_mort
0.45
acc_open_past_24mths
0.45
total_il_high_credit_limit
0.44
num_bc_sats
0.44
num_rev_tl_bal_gt_0
0.44
num_actv_rev_tl
0.43
total_rev_hi_lim
0.37
tot_hi_cred_lim
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
0.22
addr_state
0.10
term
0.09
issue_d
0.07
loan_status
0.07
purpose
0.07
sub_grade
0.07
grade
0.05
chargeoff_within_12_mths
0.04
verification_status
0.03
acc_now_delinq
0.03
initial_list_status
0.02
num_tl_30dpd
0.02
application_type
0.02
MOST FREQUENT VALUES
19.0
52,909
3.7%
20.0
52,880
3.7%
18.0
52,635
3.7%
17.0
52,524
3.7%
16.0
52,058
3.6%
21.0
51,549
3.6%
15.0
51,293
3.6%
14.0
49,748
3.5%
22.0
49,187
3.4%
23.0
48,914
3.4%
13.0
47,425
3.3%
24.0
46,810
3.3%
25.0
44,729
3.1%
12.0
44,277
3.1%
26.0
41,915
2.9%
SMALLEST VALUES
2.0
1,181
<0.1%
3.0
3,536
0.2%
4.0
7,370
0.5%
5.0
11,867
0.8%
6.0
17,126
1.2%
7.0
22,201
1.5%
8.0
27,049
1.9%
9.0
32,235
2.3%
10.0
36,817
2.6%
11.0
40,845
2.9%
12.0
44,277
3.1%
13.0
47,425
3.3%
14.0
49,748
3.5%
15.0
51,293
3.6%
16.0
52,058
3.6%
LARGEST VALUES
176.0
1
<0.1%
173.0
1
<0.1%
164.0
1
<0.1%
160.0
2
<0.1%
157.0
1
<0.1%
153.0
1
<0.1%
148.0
1
<0.1%
145.0
1
<0.1%
144.0
5
<0.1%
142.0
1
<0.1%
140.0
1
<0.1%
138.0
1
<0.1%
137.0
2
<0.1%
133.0
5
<0.1%
129.0
1
<0.1%
initial_list_status
MISSING:
---
TOP CATEGORIES
w
1.1M
79%
f
294,614
21%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
initial_list_status
PROVIDES INFORMATION ON...
policy_code
1.00
term
0.04
debt_settlement_flag
0.02
grade
0.01
issue_d
0.01
loan_status
0.01
sub_grade
0.00
application_type
0.00
verification_status
0.00
num_tl_30dpd
0.00
acc_now_delinq
0.00
purpose
0.00
home_ownership
0.00
hardship_flag
0.00

THESE FEATURES
GIVE INFORMATION
ON initial_list_status:
term
0.04
issue_d
0.04
sub_grade
0.02
grade
0.02
loan_status
0.01
verification_status
0.00
purpose
0.00
debt_settlement_flag
0.00
application_type
0.00
home_ownership
0.00
addr_state
0.00
pub_rec_bankruptcies
0.00
acc_now_delinq
0.00
num_tl_30dpd
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
initial_list_status
CORRELATION RATIO WITH...
out_prncp_inv
0.17
out_prncp
0.17
funded_amnt_inv
0.11
loan_amnt
0.10
funded_amnt
0.10
total_bc_limit
0.07
total_rev_hi_lim
0.06
tot_hi_cred_lim
0.05
tot_cur_bal
0.05
mort_acc
0.04
num_tl_op_past_12m
0.04
acc_open_past_24mths
0.04
installment
0.03
mo_sin_old_rev_tl_op
0.03
out_prncp
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
out_prncp_inv
1.00
funded_amnt_inv
0.53
funded_amnt
0.53
loan_amnt
0.53
installment
0.41
last_pymnt_amnt
-0.29
total_rec_int
0.26
total_rec_prncp
-0.24
total_bc_limit
0.21
total_rev_hi_lim
0.18
total_pymnt
-0.16
total_pymnt_inv
-0.16
revol_bal
0.15
tot_hi_cred_lim
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
loan_status
0.65
issue_d
0.58
term
0.37
application_type
0.21
initial_list_status
0.17
purpose
0.10
sub_grade
0.09
debt_settlement_flag
0.08
home_ownership
0.08
grade
0.06
pub_rec_bankruptcies
0.05
addr_state
0.04
acc_now_delinq
0.03
num_tl_30dpd
0.02
MOST FREQUENT VALUES
0.0
702,462
49.0%
8203.86
266
<0.1%
2141.81
256
<0.1%
7135.99
243
<0.1%
7403.02
239
<0.1%
7470.79
230
<0.1%
32815.45
226
<0.1%
7941.72
226
<0.1%
8498.59
224
<0.1%
28543.96
218
<0.1%
7999.53
209
<0.1%
8242.34
207
<0.1%
8256.04
203
<0.1%
8228.42
203
<0.1%
7207.96
197
<0.1%
SMALLEST VALUES
0.0
702,462
49.0%
0.02
5
<0.1%
0.03
6
<0.1%
0.04
7
<0.1%
0.05
4
<0.1%
0.06
3
<0.1%
0.07
4
<0.1%
0.08
11
<0.1%
0.09
4
<0.1%
0.1
7
<0.1%
0.11
6
<0.1%
0.12
4
<0.1%
0.13
4
<0.1%
0.14
5
<0.1%
0.15
5
<0.1%
LARGEST VALUES
39804.0
1
<0.1%
39790.85
1
<0.1%
39336.85
1
<0.1%
39118.69
1
<0.1%
39063.96
1
<0.1%
39025.21
1
<0.1%
38989.85
1
<0.1%
38897.72
1
<0.1%
38895.44
1
<0.1%
38829.85
2
<0.1%
38800.95
1
<0.1%
38765.79
1
<0.1%
38754.65
1
<0.1%
38621.4
1
<0.1%
38618.72
1
<0.1%
out_prncp_inv
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
out_prncp
1.00
funded_amnt_inv
0.53
funded_amnt
0.53
loan_amnt
0.53
installment
0.41
last_pymnt_amnt
-0.29
total_rec_int
0.26
total_rec_prncp
-0.24
total_bc_limit
0.21
total_rev_hi_lim
0.18
total_pymnt
-0.16
total_pymnt_inv
-0.16
revol_bal
0.15
tot_hi_cred_lim
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
loan_status
0.65
issue_d
0.58
term
0.37
application_type
0.21
initial_list_status
0.17
purpose
0.10
sub_grade
0.09
debt_settlement_flag
0.08
home_ownership
0.08
grade
0.06
pub_rec_bankruptcies
0.05
addr_state
0.04
acc_now_delinq
0.03
num_tl_30dpd
0.02
MOST FREQUENT VALUES
0.0
702,462
49.0%
8203.86
261
<0.1%
2141.81
248
<0.1%
7135.99
242
<0.1%
7403.02
234
<0.1%
32815.45
226
<0.1%
7470.79
226
<0.1%
7941.72
224
<0.1%
8498.59
213
<0.1%
28543.96
208
<0.1%
7999.53
204
<0.1%
8242.34
199
<0.1%
8256.04
199
<0.1%
7207.96
196
<0.1%
8228.42
195
<0.1%
SMALLEST VALUES
0.0
702,462
49.0%
0.02
5
<0.1%
0.03
6
<0.1%
0.04
7
<0.1%
0.05
4
<0.1%
0.06
3
<0.1%
0.07
4
<0.1%
0.08
11
<0.1%
0.09
4
<0.1%
0.1
7
<0.1%
0.11
6
<0.1%
0.12
4
<0.1%
0.13
4
<0.1%
0.14
5
<0.1%
0.15
5
<0.1%
LARGEST VALUES
39804.0
1
<0.1%
39790.85
1
<0.1%
39336.85
1
<0.1%
39118.69
1
<0.1%
39063.96
1
<0.1%
39025.21
1
<0.1%
38989.85
1
<0.1%
38897.72
1
<0.1%
38895.44
1
<0.1%
38829.85
2
<0.1%
38776.7
1
<0.1%
38765.79
1
<0.1%
38754.65
1
<0.1%
38621.4
1
<0.1%
38618.72
1
<0.1%
total_pymnt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_pymnt_inv
1.00
total_rec_prncp
0.97
installment
0.69
funded_amnt
0.66
loan_amnt
0.66
funded_amnt_inv
0.66
last_pymnt_amnt
0.62
total_rec_int
0.62
tot_hi_cred_lim
0.25
tot_cur_bal
0.24
revol_bal
0.23
total_bc_limit
0.22
total_rev_hi_lim
0.22
mort_acc
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
issue_d
0.42
loan_status
0.41
verification_status
0.16
purpose
0.15
term
0.14
home_ownership
0.14
sub_grade
0.12
grade
0.12
addr_state
0.06
pub_rec_bankruptcies
0.05
acc_now_delinq
0.02
num_tl_30dpd
0.02
debt_settlement_flag
0.02
initial_list_status
0.02
MOST FREQUENT VALUES
0.0
848
<0.1%
9115.34
176
<0.1%
10838.354836394
172
<0.1%
3043.81
171
<0.1%
2140.58
147
<0.1%
3150.3
145
<0.1%
10063.62
145
<0.1%
16257.527561524
144
<0.1%
4557.67
143
<0.1%
3653.25
142
<0.1%
1527.96
141
<0.1%
1880.95
140
<0.1%
21676.7196728
138
<0.1%
1566.7
137
<0.1%
9548.56
136
<0.1%
SMALLEST VALUES
0.0
848
<0.1%
10.0
1
<0.1%
17.66
1
<0.1%
30.0
1
<0.1%
32.36
1
<0.1%
33.64
1
<0.1%
34.41
1
<0.1%
35.79
1
<0.1%
36.32
1
<0.1%
37.12
1
<0.1%
37.62
2
<0.1%
37.95
1
<0.1%
38.53
1
<0.1%
40.64
1
<0.1%
41.11
1
<0.1%
LARGEST VALUES
64508.226002991
1
<0.1%
62332.8892331213
1
<0.1%
62034.17794421
1
<0.1%
61396.8050598517
1
<0.1%
61139.3150465035
1
<0.1%
61104.3390823473
4
<0.1%
60541.6936645952
1
<0.1%
60409.9450343588
1
<0.1%
60403.767367359
4
<0.1%
60378.5715074589
1
<0.1%
60141.5929859377
1
<0.1%
60075.5406252985
1
<0.1%
59985.0821335178
1
<0.1%
59854.9802598707
1
<0.1%
59808.262093064
1
<0.1%
total_pymnt_inv
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_pymnt
1.00
total_rec_prncp
0.97
installment
0.69
funded_amnt
0.66
loan_amnt
0.66
funded_amnt_inv
0.66
last_pymnt_amnt
0.62
total_rec_int
0.62
tot_hi_cred_lim
0.25
tot_cur_bal
0.24
revol_bal
0.23
total_bc_limit
0.22
total_rev_hi_lim
0.22
mort_acc
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
issue_d
0.42
loan_status
0.40
verification_status
0.16
purpose
0.15
term
0.14
home_ownership
0.14
sub_grade
0.12
grade
0.12
addr_state
0.06
pub_rec_bankruptcies
0.05
acc_now_delinq
0.02
num_tl_30dpd
0.02
debt_settlement_flag
0.02
initial_list_status
0.02
MOST FREQUENT VALUES
0.0
848
<0.1%
10838.35
210
<0.1%
16257.53
172
<0.1%
21676.72
169
<0.1%
3043.81
168
<0.1%
9115.34
164
<0.1%
2140.58
146
<0.1%
4557.67
143
<0.1%
3150.3
143
<0.1%
10063.62
141
<0.1%
3653.25
139
<0.1%
1880.95
138
<0.1%
27095.91
137
<0.1%
9548.56
136
<0.1%
13006.03
134
<0.1%
SMALLEST VALUES
0.0
848
<0.1%
10.0
1
<0.1%
17.66
1
<0.1%
30.0
1
<0.1%
32.36
1
<0.1%
33.64
1
<0.1%
34.41
1
<0.1%
35.79
1
<0.1%
36.32
1
<0.1%
37.12
1
<0.1%
37.62
2
<0.1%
37.95
1
<0.1%
38.53
1
<0.1%
40.64
1
<0.1%
41.11
1
<0.1%
LARGEST VALUES
64508.23
1
<0.1%
62332.89
1
<0.1%
62034.18
1
<0.1%
61396.81
1
<0.1%
61139.32
1
<0.1%
61104.34
4
<0.1%
60541.69
1
<0.1%
60403.77
4
<0.1%
60378.57
1
<0.1%
60366.8
1
<0.1%
60141.59
1
<0.1%
60032.63
1
<0.1%
59985.08
1
<0.1%
59854.98
1
<0.1%
59808.26
1
<0.1%
total_rec_prncp
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_pymnt
0.97
total_pymnt_inv
0.97
last_pymnt_amnt
0.70
installment
0.61
funded_amnt
0.57
loan_amnt
0.57
funded_amnt_inv
0.57
total_rec_int
0.41
tot_hi_cred_lim
0.25
out_prncp
-0.24
out_prncp_inv
-0.24
total_bc_limit
0.23
tot_cur_bal
0.23
total_rev_hi_lim
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
loan_status
0.52
issue_d
0.40
home_ownership
0.14
purpose
0.13
verification_status
0.12
debt_settlement_flag
0.06
addr_state
0.06
pub_rec_bankruptcies
0.05
sub_grade
0.04
grade
0.02
initial_list_status
0.02
application_type
0.02
acc_now_delinq
0.02
term
0.02
MOST FREQUENT VALUES
10000.0
44,510
3.1%
12000.0
29,584
2.1%
20000.0
28,922
2.0%
15000.0
28,653
2.0%
5000.0
24,628
1.7%
8000.0
22,251
1.6%
6000.0
21,363
1.5%
35000.0
18,817
1.3%
16000.0
16,126
1.1%
25000.0
14,014
1.0%
30000.0
13,914
1.0%
24000.0
13,332
0.9%
18000.0
11,364
0.8%
7000.0
10,985
0.8%
4000.0
9,895
0.7%
SMALLEST VALUES
0.0
1,942
0.1%
5.03
1
<0.1%
5.14
1
<0.1%
5.62
1
<0.1%
10.07
1
<0.1%
15.18
1
<0.1%
16.37
1
<0.1%
17.24
1
<0.1%
17.27
1
<0.1%
17.55
1
<0.1%
18.25
2
<0.1%
18.82
1
<0.1%
19.42
4
<0.1%
19.43
1
<0.1%
20.0
4
<0.1%
LARGEST VALUES
40000.0
7,372
0.5%
39999.98
4
<0.1%
39999.66
1
<0.1%
39998.32
1
<0.1%
39997.95
1
<0.1%
39997.94
1
<0.1%
39997.06
1
<0.1%
39996.69
1
<0.1%
39995.51
1
<0.1%
39992.51
1
<0.1%
39985.78
1
<0.1%
39979.24
1
<0.1%
39975.0
5
<0.1%
39972.54
1
<0.1%
39955.86
1
<0.1%
total_rec_int
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_pymnt_inv
0.62
total_pymnt
0.62
funded_amnt
0.60
loan_amnt
0.60
funded_amnt_inv
0.60
installment
0.56
total_rec_prncp
0.41
out_prncp_inv
0.26
out_prncp
0.26
revol_bal
0.18
total_bal_ex_mort
0.17
num_actv_rev_tl
0.15
num_rev_tl_bal_gt_0
0.14
total_rec_late_fee
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
term
0.46
sub_grade
0.45
grade
0.44
issue_d
0.26
verification_status
0.19
purpose
0.15
loan_status
0.13
home_ownership
0.08
application_type
0.05
addr_state
0.04
pub_rec_bankruptcies
0.03
debt_settlement_flag
0.02
hardship_flag
0.02
initial_list_status
0.02
MOST FREQUENT VALUES
0.0
1,997
0.1%
838.35
215
<0.1%
1257.53
178
<0.1%
1676.72
175
<0.1%
446.83
161
<0.1%
1257.15
149
<0.1%
931.64
144
<0.1%
379.54
142
<0.1%
1271.86
142
<0.1%
621.09
141
<0.1%
2095.91
140
<0.1%
1006.03
137
<0.1%
344.44
136
<0.1%
520.86
135
<0.1%
484.52
129
<0.1%
SMALLEST VALUES
0.0
1,997
0.1%
0.01
16
<0.1%
0.06
1
<0.1%
0.07
1
<0.1%
0.12
4
<0.1%
0.18
1
<0.1%
0.2
1
<0.1%
0.25
1
<0.1%
0.27
2
<0.1%
0.28
1
<0.1%
0.29
2
<0.1%
0.32
2
<0.1%
0.33
2
<0.1%
0.34
5
<0.1%
0.38
1
<0.1%
LARGEST VALUES
28269.94
1
<0.1%
27752.62
1
<0.1%
27748.18
1
<0.1%
27329.33
1
<0.1%
27212.41
1
<0.1%
27101.05
1
<0.1%
26831.05
1
<0.1%
26823.67
1
<0.1%
26794.51
1
<0.1%
26745.82
1
<0.1%
26720.45
1
<0.1%
26517.03
1
<0.1%
26362.11
1
<0.1%
26337.01
1
<0.1%
26311.43
1
<0.1%
total_rec_late_fee
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_rec_int
0.14
installment
0.09
total_pymnt
0.08
total_pymnt_inv
0.08
recoveries
0.08
collection_recovery_fee
0.08
funded_amnt
0.08
loan_amnt
0.08
funded_amnt_inv
0.08
total_rec_prncp
0.04
delinq_2yrs
0.04
tot_cur_bal
0.03
total_bal_ex_mort
0.03
total_il_high_credit_limit
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
loan_status
0.18
sub_grade
0.08
grade
0.07
debt_settlement_flag
0.07
issue_d
0.06
verification_status
0.05
hardship_flag
0.03
addr_state
0.03
pymnt_plan
0.03
purpose
0.03
initial_list_status
0.02
term
0.01
acc_now_delinq
0.01
home_ownership
0.01
MOST FREQUENT VALUES
0.0
1.4M
95.7%
15.0
13,390
0.9%
30.0
2,853
0.2%
45.0
1,021
<0.1%
60.0
520
<0.1%
75.0
214
<0.1%
16.49
190
<0.1%
16.78
162
<0.1%
19.78
133
<0.1%
90.0
126
<0.1%
24.73
116
<0.1%
17.09
113
<0.1%
16.47
104
<0.1%
16.97
102
<0.1%
33.93
100
<0.1%
SMALLEST VALUES
-2e-09
1
<0.1%
0.0
1.4M
95.7%
3e-10
2
<0.1%
6e-10
1
<0.1%
1.7e-09
1
<0.1%
3.4e-09
1
<0.1%
5.2e-09
1
<0.1%
8.1e-09
1
<0.1%
1.03e-08
1
<0.1%
1.34e-08
1
<0.1%
0.22
1
<0.1%
0.85
1
<0.1%
1.0
3
<0.1%
1.23
1
<0.1%
2.0
9
<0.1%
LARGEST VALUES
1598.52
1
<0.1%
1217.58
1
<0.1%
1188.83
1
<0.1%
1105.0
1
<0.1%
1038.66
1
<0.1%
1032.75
1
<0.1%
1010.75
1
<0.1%
1007.36
1
<0.1%
997.020001956
1
<0.1%
935.7
4
<0.1%
929.8000024764
1
<0.1%
909.54
1
<0.1%
874.17
1
<0.1%
854.25
1
<0.1%
835.12
1
<0.1%
recoveries
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
collection_recovery_fee
0.99
installment
0.12
out_prncp
-0.12
out_prncp_inv
-0.12
funded_amnt
0.11
loan_amnt
0.11
funded_amnt_inv
0.11
total_rec_prncp
-0.11
total_rec_late_fee
0.08
last_pymnt_amnt
-0.08
acc_open_past_24mths
0.06
total_rec_int
0.06
num_tl_op_past_12m
0.05
num_actv_rev_tl
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
loan_status
0.53
debt_settlement_flag
0.38
sub_grade
0.17
grade
0.17
issue_d
0.12
term
0.08
verification_status
0.07
purpose
0.04
addr_state
0.03
application_type
0.02
initial_list_status
0.02
pub_rec_bankruptcies
0.01
chargeoff_within_12_mths
0.01
acc_now_delinq
0.01
MOST FREQUENT VALUES
0.0
1.3M
93.2%
100.0
905
<0.1%
50.0
706
<0.1%
150.0
648
<0.1%
200.0
536
<0.1%
300.0
400
<0.1%
250.0
361
<0.1%
25.0
217
<0.1%
400.0
199
<0.1%
75.0
151
<0.1%
275.0
150
<0.1%
125.0
147
<0.1%
350.0
140
<0.1%
225.0
123
<0.1%
175.0
117
<0.1%
SMALLEST VALUES
0.0
1.3M
93.2%
0.01
1
<0.1%
0.02
1
<0.1%
0.1
1
<0.1%
4.73
1
<0.1%
5.0
10
<0.1%
5.69
1
<0.1%
6.71
1
<0.1%
7.27
4
<0.1%
7.55
1
<0.1%
7.62
1
<0.1%
8.32
1
<0.1%
9.11
1
<0.1%
9.61
1
<0.1%
10.0
7
<0.1%
LARGEST VALUES
39859.55
4
<0.1%
37153.46
1
<0.1%
36578.54
4
<0.1%
34740.4
1
<0.1%
34655.15
1
<0.1%
33122.07
1
<0.1%
31415.95
1
<0.1%
30611.85
1
<0.1%
29895.16
1
<0.1%
29584.51
1
<0.1%
29473.07
4
<0.1%
28814.66
1
<0.1%
28060.45
4
<0.1%
27850.0
1
<0.1%
26976.38
4
<0.1%
collection_recovery_fee
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
recoveries
0.99
installment
0.12
out_prncp
-0.12
out_prncp_inv
-0.12
funded_amnt
0.11
loan_amnt
0.11
funded_amnt_inv
0.11
total_rec_prncp
-0.11
total_rec_late_fee
0.08
last_pymnt_amnt
-0.08
acc_open_past_24mths
0.06
total_rec_int
0.06
num_tl_op_past_12m
0.05
num_actv_rev_tl
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
loan_status
0.53
debt_settlement_flag
0.39
sub_grade
0.17
grade
0.16
issue_d
0.12
term
0.08
verification_status
0.07
purpose
0.04
addr_state
0.03
initial_list_status
0.02
application_type
0.02
pub_rec_bankruptcies
0.01
chargeoff_within_12_mths
0.01
acc_now_delinq
0.01
MOST FREQUENT VALUES
0.0
1.3M
93.2%
18.0
763
<0.1%
9.0
590
<0.1%
27.0
562
<0.1%
36.0
448
<0.1%
54.0
328
<0.1%
45.0
288
<0.1%
4.5
161
<0.1%
72.0
156
<0.1%
13.5
123
<0.1%
63.0
113
<0.1%
22.5
112
<0.1%
49.5
99
<0.1%
40.5
90
<0.1%
90.0
78
<0.1%
SMALLEST VALUES
0.0
1.3M
93.2%
0.0018
1
<0.1%
0.0036
1
<0.1%
0.018
1
<0.1%
0.3082
1
<0.1%
0.8514
1
<0.1%
0.8999999936
4
<0.1%
0.9
6
<0.1%
1.0242
1
<0.1%
1.2078
1
<0.1%
1.3086000062
4
<0.1%
1.359
1
<0.1%
1.3716
1
<0.1%
1.3824
4
<0.1%
1.4976
1
<0.1%
LARGEST VALUES
7174.719
4
<0.1%
6687.6228
1
<0.1%
6584.1372
4
<0.1%
6237.927
1
<0.1%
5961.9726
1
<0.1%
5654.871
1
<0.1%
5510.133
1
<0.1%
5381.1288
1
<0.1%
5325.2117998913
1
<0.1%
5305.1526000286
4
<0.1%
5186.6387999022
1
<0.1%
5050.881
4
<0.1%
5013.0
1
<0.1%
4855.7483999397
4
<0.1%
4807.4958000006
1
<0.1%
last_pymnt_amnt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_rec_prncp
0.70
total_pymnt_inv
0.62
total_pymnt
0.62
installment
0.30
funded_amnt
0.30
loan_amnt
0.30
funded_amnt_inv
0.30
out_prncp
-0.29
out_prncp_inv
-0.29
tot_hi_cred_lim
0.15
tot_cur_bal
0.15
mort_acc
0.15
total_acc
0.12
total_rev_hi_lim
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
loan_status
0.58
issue_d
0.18
home_ownership
0.11
term
0.10
sub_grade
0.09
grade
0.08
purpose
0.08
verification_status
0.07
debt_settlement_flag
0.06
addr_state
0.05
hardship_flag
0.01
pymnt_plan
0.01
acc_now_delinq
0.01
application_type
0.01
MOST FREQUENT VALUES
50.0
4,067
0.3%
0.0
1,899
0.1%
329.72
1,644
0.1%
335.69
1,449
0.1%
306.31
1,395
<0.1%
361.38
1,382
<0.1%
314.48
1,375
<0.1%
339.65
1,312
<0.1%
339.31
1,301
<0.1%
304.72
1,283
<0.1%
314.25
1,179
<0.1%
164.86
1,169
<0.1%
329.48
1,169
<0.1%
271.45
1,161
<0.1%
317.12
1,151
<0.1%
SMALLEST VALUES
0.0
1,899
0.1%
0.01
268
<0.1%
0.02
58
<0.1%
0.03
37
<0.1%
0.04
41
<0.1%
0.05
47
<0.1%
0.06
29
<0.1%
0.07
41
<0.1%
0.08
39
<0.1%
0.09
49
<0.1%
0.1
47
<0.1%
0.11
39
<0.1%
0.12
30
<0.1%
0.13
51
<0.1%
0.14
41
<0.1%
LARGEST VALUES
42148.53
1
<0.1%
42005.2
1
<0.1%
41453.07
4
<0.1%
41434.0
4
<0.1%
41418.34
1
<0.1%
41409.34
1
<0.1%
41399.44
1
<0.1%
41353.67
1
<0.1%
41301.78
1
<0.1%
41290.09
1
<0.1%
41253.54
1
<0.1%
41249.67
1
<0.1%
41212.18
1
<0.1%
41130.99
1
<0.1%
41113.98
1
<0.1%
collections_12_mths_ex_med
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_tl_90g_dpd_24m
0.12
delinq_2yrs
0.08
num_accts_ever_120_pd
0.04
total_bc_limit
-0.03
revol_bal
-0.02
total_rev_hi_lim
-0.02
funded_amnt_inv
-0.02
loan_amnt
-0.02
funded_amnt
-0.02
tot_coll_amt
0.02
installment
-0.02
out_prncp_inv
-0.02
out_prncp
-0.02
total_bal_ex_mort
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
chargeoff_within_12_mths
0.05
sub_grade
0.03
grade
0.03
addr_state
0.03
application_type
0.02
issue_d
0.01
loan_status
0.01
purpose
0.01
verification_status
0.01
acc_now_delinq
0.01
term
0.01
pub_rec_bankruptcies
0.01
home_ownership
0.01
initial_list_status
0.01
MOST FREQUENT VALUES
0.0
1.4M
98.2%
1.0
24,337
1.7%
2.0
1,566
0.1%
3.0
156
<0.1%
4.0
63
<0.1%
5.0
34
<0.1%
6.0
14
<0.1%
12.0
5
<0.1%
7.0
4
<0.1%
8.0
4
<0.1%
9.0
2
<0.1%
11.0
1
<0.1%
20.0
1
<0.1%
10.0
1
<0.1%
SMALLEST VALUES
0.0
1.4M
98.2%
1.0
24,337
1.7%
2.0
1,566
0.1%
3.0
156
<0.1%
4.0
63
<0.1%
5.0
34
<0.1%
6.0
14
<0.1%
7.0
4
<0.1%
8.0
4
<0.1%
9.0
2
<0.1%
10.0
1
<0.1%
11.0
1
<0.1%
12.0
5
<0.1%
20.0
1
<0.1%
LARGEST VALUES
20.0
1
<0.1%
12.0
5
<0.1%
11.0
1
<0.1%
10.0
1
<0.1%
9.0
2
<0.1%
8.0
4
<0.1%
7.0
4
<0.1%
6.0
14
<0.1%
5.0
34
<0.1%
4.0
63
<0.1%
3.0
156
<0.1%
2.0
1,566
0.1%
1.0
24,337
1.7%
0.0
1.4M
98.2%
policy_code
MISSING:
---
TOP CATEGORIES
1.0
1.4M
100%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
policy_code
PROVIDES INFORMATION ON...
application_type
0.00
sub_grade
0.00
pub_rec_bankruptcies
0.00
addr_state
0.00
term
0.00
grade
0.00
home_ownership
0.00
verification_status
0.00
issue_d
0.00
loan_status
0.00
purpose
0.00
initial_list_status
0.00
debt_settlement_flag
-0.00
acc_now_delinq
-0.00

THESE FEATURES
GIVE INFORMATION
ON policy_code:
term
1.00
grade
1.00
sub_grade
1.00
home_ownership
1.00
verification_status
1.00
issue_d
1.00
loan_status
1.00
pymnt_plan
1.00
purpose
1.00
addr_state
1.00
initial_list_status
1.00
application_type
1.00
acc_now_delinq
1.00
chargeoff_within_12_mths
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
policy_code
CORRELATION RATIO WITH...
loan_amnt
0.00
funded_amnt
0.00
funded_amnt_inv
0.00
installment
0.00
annual_inc
0.00
delinq_2yrs
0.00
open_acc
0.00
pub_rec
0.00
revol_bal
0.00
total_acc
0.00
out_prncp
0.00
out_prncp_inv
0.00
total_pymnt
0.00
total_pymnt_inv
0.00
application_type
MISSING:
---
TOP CATEGORIES
Individual
1.3M
92%
Joint App
112,083
8%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
application_type
PROVIDES INFORMATION ON...
policy_code
1.00
loan_status
0.01
issue_d
0.01
term
0.01
home_ownership
0.01
verification_status
0.00
acc_now_delinq
0.00
debt_settlement_flag
0.00
num_tl_30dpd
0.00
hardship_flag
0.00
initial_list_status
0.00
pymnt_plan
0.00
chargeoff_within_12_mths
0.00
purpose
0.00

THESE FEATURES
GIVE INFORMATION
ON application_type:
issue_d
0.09
loan_status
0.03
home_ownership
0.02
verification_status
0.01
term
0.01
addr_state
0.01
initial_list_status
0.00
sub_grade
0.00
purpose
0.00
grade
0.00
debt_settlement_flag
0.00
pub_rec_bankruptcies
0.00
acc_now_delinq
0.00
chargeoff_within_12_mths
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
application_type
CORRELATION RATIO WITH...
out_prncp
0.21
out_prncp_inv
0.21
funded_amnt_inv
0.14
loan_amnt
0.14
funded_amnt
0.14
installment
0.12
tot_hi_cred_lim
0.07
tot_cur_bal
0.07
mort_acc
0.06
num_actv_bc_tl
0.06
num_bc_sats
0.06
num_bc_tl
0.05
total_rec_int
0.05
num_actv_rev_tl
0.04
acc_now_delinq
MISSING:
---
TOP CATEGORIES
0.0
1.4M
>99%
1.0
4,933
<1%
2.0
232
<1%
3.0
32
<1%
4.0
4
<1%
6.0
1
<1%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
acc_now_delinq
PROVIDES INFORMATION ON...
policy_code
1.00
num_tl_30dpd
0.87
chargeoff_within_12_mths
0.01
issue_d
0.00
hardship_flag
0.00
pymnt_plan
0.00
loan_status
0.00
verification_status
0.00
application_type
0.00
pub_rec_bankruptcies
0.00
grade
0.00
home_ownership
0.00
sub_grade
0.00
debt_settlement_flag
0.00

THESE FEATURES
GIVE INFORMATION
ON acc_now_delinq:
num_tl_30dpd
0.61
issue_d
0.08
loan_status
0.01
chargeoff_within_12_mths
0.01
verification_status
0.01
sub_grade
0.01
grade
0.01
addr_state
0.01
home_ownership
0.00
pub_rec_bankruptcies
0.00
purpose
0.00
application_type
0.00
initial_list_status
0.00
term
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
acc_now_delinq
CORRELATION RATIO WITH...
delinq_amnt
0.19
delinq_2yrs
0.11
num_tl_90g_dpd_24m
0.05
mo_sin_old_rev_tl_op
0.03
out_prncp
0.03
out_prncp_inv
0.03
total_acc
0.03
num_rev_accts
0.03
mort_acc
0.03
tot_hi_cred_lim
0.02
total_pymnt
0.02
total_pymnt_inv
0.02
total_rec_prncp
0.02
num_bc_tl
0.02
tot_coll_amt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_accts_ever_120_pd
0.03
collections_12_mths_ex_med
0.02
total_bc_limit
-0.01
total_rev_hi_lim
-0.01
revol_bal
-0.01
acc_open_past_24mths
0.01
pub_rec
0.01
num_tl_op_past_12m
0.01
out_prncp_inv
-0.01
out_prncp
-0.01
num_rev_accts
0.01
mo_sin_old_rev_tl_op
0.01
funded_amnt_inv
-0.01
loan_amnt
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sub_grade
0.01
addr_state
0.01
grade
0.01
pub_rec_bankruptcies
0.01
issue_d
0.01
purpose
0.01
loan_status
0.01
application_type
0.00
term
0.00
home_ownership
0.00
chargeoff_within_12_mths
0.00
initial_list_status
0.00
verification_status
0.00
pymnt_plan
0.00
MOST FREQUENT VALUES
0.0
1.2M
84.2%
50.0
2,260
0.2%
100.0
2,027
0.1%
75.0
1,480
0.1%
150.0
1,243
<0.1%
200.0
1,196
<0.1%
60.0
1,155
<0.1%
70.0
829
<0.1%
80.0
784
<0.1%
55.0
769
<0.1%
65.0
765
<0.1%
90.0
740
<0.1%
250.0
734
<0.1%
125.0
703
<0.1%
95.0
657
<0.1%
SMALLEST VALUES
0.0
1.2M
84.2%
1.0
2
<0.1%
2.0
1
<0.1%
6.0
3
<0.1%
7.0
3
<0.1%
8.0
4
<0.1%
9.0
1
<0.1%
10.0
14
<0.1%
11.0
1
<0.1%
12.0
6
<0.1%
13.0
3
<0.1%
15.0
16
<0.1%
16.0
3
<0.1%
17.0
1
<0.1%
18.0
4
<0.1%
LARGEST VALUES
6214661.0
1
<0.1%
5252395.0
1
<0.1%
932461.0
4
<0.1%
848438.0
1
<0.1%
224107.0
1
<0.1%
215902.0
1
<0.1%
208593.0
1
<0.1%
199308.0
2
<0.1%
197765.0
1
<0.1%
195200.0
1
<0.1%
173380.0
5
<0.1%
172575.0
1
<0.1%
161045.0
1
<0.1%
160986.0
1
<0.1%
159199.0
1
<0.1%
tot_cur_bal
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tot_hi_cred_lim
0.98
mort_acc
0.56
total_bal_ex_mort
0.54
total_il_high_credit_limit
0.44
revol_bal
0.44
total_rev_hi_lim
0.41
total_acc
0.33
total_bc_limit
0.31
funded_amnt_inv
0.30
funded_amnt
0.30
loan_amnt
0.30
installment
0.27
num_sats
0.26
open_acc
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
0.50
addr_state
0.11
sub_grade
0.11
term
0.11
purpose
0.11
grade
0.10
pub_rec_bankruptcies
0.08
application_type
0.07
loan_status
0.05
verification_status
0.05
initial_list_status
0.05
issue_d
0.03
acc_now_delinq
0.02
num_tl_30dpd
0.02
MOST FREQUENT VALUES
0.0
768
<0.1%
15700.0
40
<0.1%
5012.0
38
<0.1%
20370.0
38
<0.1%
16139.0
38
<0.1%
15285.0
37
<0.1%
12011.0
36
<0.1%
25762.0
36
<0.1%
23449.0
36
<0.1%
21663.0
35
<0.1%
18426.0
35
<0.1%
20155.0
34
<0.1%
22373.0
34
<0.1%
17606.0
34
<0.1%
17287.0
34
<0.1%
SMALLEST VALUES
0.0
768
<0.1%
1.0
8
<0.1%
2.0
14
<0.1%
3.0
17
<0.1%
4.0
7
<0.1%
5.0
14
<0.1%
6.0
19
<0.1%
7.0
10
<0.1%
8.0
13
<0.1%
9.0
13
<0.1%
10.0
8
<0.1%
11.0
8
<0.1%
12.0
8
<0.1%
13.0
8
<0.1%
14.0
13
<0.1%
LARGEST VALUES
9971659.0
1
<0.1%
8524709.0
4
<0.1%
5752177.0
1
<0.1%
5445012.0
1
<0.1%
5327039.0
1
<0.1%
5172185.0
1
<0.1%
4535114.0
1
<0.1%
4404194.0
1
<0.1%
4170862.0
1
<0.1%
4151547.0
1
<0.1%
4089463.0
1
<0.1%
4062258.0
1
<0.1%
4035706.0
1
<0.1%
4028354.0
1
<0.1%
3916686.0
1
<0.1%
total_rev_hi_lim
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_bc_limit
0.80
revol_bal
0.80
num_bc_sats
0.52
tot_hi_cred_lim
0.50
num_op_rev_tl
0.49
num_bc_tl
0.48
num_rev_accts
0.44
num_sats
0.44
open_acc
0.44
total_bal_ex_mort
0.43
tot_cur_bal
0.41
num_actv_bc_tl
0.41
num_actv_rev_tl
0.38
num_rev_tl_bal_gt_0
0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sub_grade
0.24
grade
0.22
home_ownership
0.18
pub_rec_bankruptcies
0.12
purpose
0.08
term
0.07
issue_d
0.07
loan_status
0.07
addr_state
0.07
initial_list_status
0.06
verification_status
0.04
debt_settlement_flag
0.02
chargeoff_within_12_mths
0.01
num_tl_30dpd
0.01
MOST FREQUENT VALUES
10000.0
4,477
0.3%
15000.0
4,327
0.3%
14000.0
4,229
0.3%
13000.0
4,226
0.3%
17000.0
4,185
0.3%
16000.0
4,160
0.3%
18000.0
4,120
0.3%
11000.0
4,116
0.3%
12000.0
4,100
0.3%
16500.0
4,065
0.3%
11500.0
4,050
0.3%
15500.0
4,011
0.3%
13500.0
4,011
0.3%
14500.0
3,957
0.3%
12500.0
3,954
0.3%
SMALLEST VALUES
0.0
982
<0.1%
100.0
16
<0.1%
200.0
61
<0.1%
300.0
238
<0.1%
400.0
60
<0.1%
500.0
541
<0.1%
506.0
4
<0.1%
550.0
1
<0.1%
600.0
142
<0.1%
700.0
146
<0.1%
750.0
3
<0.1%
800.0
461
<0.1%
900.0
166
<0.1%
925.0
1
<0.1%
1000.0
833
<0.1%
LARGEST VALUES
2175000.0
4
<0.1%
2087500.0
1
<0.1%
2059200.0
1
<0.1%
1875800.0
1
<0.1%
1763900.0
1
<0.1%
1707500.0
1
<0.1%
1680300.0
1
<0.1%
1656900.0
1
<0.1%
1652700.0
4
<0.1%
1629000.0
1
<0.1%
1596201.0
1
<0.1%
1514001.0
1
<0.1%
1509101.0
1
<0.1%
1506001.0
1
<0.1%
1455000.0
1
<0.1%
acc_open_past_24mths
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_tl_op_past_12m
0.78
open_acc
0.51
num_sats
0.51
num_op_rev_tl
0.49
mo_sin_rcnt_tl
-0.45
total_acc
0.45
num_rev_accts
0.42
mo_sin_rcnt_rev_tl_op
-0.41
num_actv_rev_tl
0.36
num_rev_tl_bal_gt_0
0.35
num_bc_sats
0.34
num_bc_tl
0.34
num_actv_bc_tl
0.26
num_il_tl
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sub_grade
0.18
grade
0.17
loan_status
0.13
pub_rec_bankruptcies
0.12
verification_status
0.09
home_ownership
0.09
addr_state
0.06
issue_d
0.05
purpose
0.05
initial_list_status
0.04
application_type
0.04
debt_settlement_flag
0.04
term
0.02
chargeoff_within_12_mths
0.01
MOST FREQUENT VALUES
3.0
212,231
14.8%
2.0
198,170
13.8%
4.0
196,082
13.7%
5.0
164,168
11.5%
1.0
146,723
10.2%
6.0
128,803
9.0%
7.0
95,224
6.6%
8.0
69,051
4.8%
0.0
65,720
4.6%
9.0
48,885
3.4%
10.0
33,892
2.4%
11.0
22,776
1.6%
12.0
15,723
1.1%
13.0
10,567
0.7%
14.0
7,424
0.5%
SMALLEST VALUES
0.0
65,720
4.6%
1.0
146,723
10.2%
2.0
198,170
13.8%
3.0
212,231
14.8%
4.0
196,082
13.7%
5.0
164,168
11.5%
6.0
128,803
9.0%
7.0
95,224
6.6%
8.0
69,051
4.8%
9.0
48,885
3.4%
10.0
33,892
2.4%
11.0
22,776
1.6%
12.0
15,723
1.1%
13.0
10,567
0.7%
14.0
7,424
0.5%
LARGEST VALUES
61.0
1
<0.1%
56.0
1
<0.1%
55.0
4
<0.1%
54.0
2
<0.1%
49.0
2
<0.1%
48.0
1
<0.1%
46.0
6
<0.1%
45.0
4
<0.1%
44.0
1
<0.1%
43.0
3
<0.1%
42.0
1
<0.1%
41.0
1
<0.1%
40.0
4
<0.1%
39.0
5
<0.1%
38.0
5
<0.1%
chargeoff_within_12_mths
MISSING:
---
TOP CATEGORIES
0.0
1.4M
>99%
1.0
9,714
<1%
2.0
602
<1%
3.0
120
<1%
4.0
45
<1%
5.0
14
<1%
6.0
7
<1%
7.0
4
<1%
8.0
4
<1%
9.0
3
<1%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
chargeoff_within_12_mths
PROVIDES INFORMATION ON...
policy_code
1.00
acc_now_delinq
0.01
hardship_flag
0.00
pymnt_plan
0.00
pub_rec_bankruptcies
0.00
application_type
0.00
grade
0.00
num_tl_30dpd
0.00
sub_grade
0.00
verification_status
0.00
addr_state
0.00
loan_status
0.00
purpose
0.00
debt_settlement_flag
0.00

THESE FEATURES
GIVE INFORMATION
ON chargeoff_within_12_mths:
sub_grade
0.01
acc_now_delinq
0.01
grade
0.01
addr_state
0.01
issue_d
0.00
pub_rec_bankruptcies
0.00
verification_status
0.00
purpose
0.00
loan_status
0.00
application_type
0.00
home_ownership
0.00
term
0.00
initial_list_status
0.00
debt_settlement_flag
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
chargeoff_within_12_mths
CORRELATION RATIO WITH...
num_tl_90g_dpd_24m
0.21
delinq_2yrs
0.14
num_accts_ever_120_pd
0.11
collections_12_mths_ex_med
0.05
total_acc
0.04
num_rev_accts
0.04
mo_sin_old_rev_tl_op
0.03
num_bc_tl
0.03
total_bc_limit
0.02
mort_acc
0.02
num_il_tl
0.01
delinq_amnt
0.01
total_rev_hi_lim
0.01
out_prncp_inv
0.01
delinq_amnt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_tl_90g_dpd_24m
0.04
delinq_2yrs
0.03
tot_hi_cred_lim
0.02
num_accts_ever_120_pd
0.02
tot_cur_bal
0.02
mort_acc
0.01
tax_liens
0.01
mo_sin_old_rev_tl_op
0.01
total_pymnt
0.01
total_pymnt_inv
0.01
out_prncp_inv
-0.01
out_prncp
-0.01
total_rec_prncp
0.01
collections_12_mths_ex_med
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
acc_now_delinq
0.19
num_tl_30dpd
0.04
issue_d
0.02
verification_status
0.01
chargeoff_within_12_mths
0.01
addr_state
0.01
loan_status
0.01
sub_grade
0.01
grade
0.01
purpose
0.01
application_type
0.00
pub_rec_bankruptcies
0.00
home_ownership
0.00
term
0.00
MOST FREQUENT VALUES
0.0
1.4M
99.7%
25.0
94
<0.1%
65000.0
81
<0.1%
57.0
52
<0.1%
56.0
43
<0.1%
40.0
41
<0.1%
30.0
39
<0.1%
50.0
36
<0.1%
58.0
34
<0.1%
53.0
32
<0.1%
32.0
31
<0.1%
54.0
31
<0.1%
55.0
30
<0.1%
52.0
28
<0.1%
59.0
26
<0.1%
SMALLEST VALUES
0.0
1.4M
99.7%
1.0
4
<0.1%
2.0
9
<0.1%
3.0
17
<0.1%
4.0
4
<0.1%
5.0
7
<0.1%
6.0
9
<0.1%
7.0
2
<0.1%
8.0
6
<0.1%
9.0
10
<0.1%
10.0
9
<0.1%
11.0
5
<0.1%
12.0
13
<0.1%
13.0
5
<0.1%
14.0
8
<0.1%
LARGEST VALUES
185408.0
1
<0.1%
130778.0
1
<0.1%
112524.0
1
<0.1%
110626.0
1
<0.1%
97619.0
1
<0.1%
84630.0
1
<0.1%
76929.0
1
<0.1%
69509.0
1
<0.1%
65652.0
1
<0.1%
65000.0
81
<0.1%
63913.0
1
<0.1%
62302.0
1
<0.1%
60782.0
1
<0.1%
60758.0
1
<0.1%
59630.0
4
<0.1%
mo_sin_old_rev_tl_op
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_rev_accts
0.35
num_bc_tl
0.30
mort_acc
0.29
total_rev_hi_lim
0.28
total_acc
0.27
total_bc_limit
0.26
revol_bal
0.23
tot_hi_cred_lim
0.22
num_op_rev_tl
0.19
tot_cur_bal
0.18
num_actv_rev_tl
0.16
num_rev_tl_bal_gt_0
0.16
num_bc_sats
0.15
funded_amnt
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
0.20
sub_grade
0.15
grade
0.13
verification_status
0.09
issue_d
0.06
purpose
0.06
term
0.04
addr_state
0.04
loan_status
0.04
initial_list_status
0.03
chargeoff_within_12_mths
0.03
acc_now_delinq
0.03
num_tl_30dpd
0.02
pub_rec_bankruptcies
0.02
MOST FREQUENT VALUES
139.0
8,448
0.6%
136.0
8,407
0.6%
135.0
8,311
0.6%
140.0
8,249
0.6%
134.0
8,240
0.6%
141.0
8,214
0.6%
137.0
8,199
0.6%
130.0
8,157
0.6%
132.0
8,130
0.6%
142.0
8,109
0.6%
129.0
8,092
0.6%
138.0
8,053
0.6%
146.0
8,032
0.6%
128.0
8,026
0.6%
131.0
7,960
0.6%
SMALLEST VALUES
1.0
5
<0.1%
2.0
5
<0.1%
3.0
15
<0.1%
4.0
14
<0.1%
5.0
29
<0.1%
6.0
27
<0.1%
7.0
61
<0.1%
8.0
87
<0.1%
9.0
115
<0.1%
10.0
137
<0.1%
11.0
148
<0.1%
12.0
228
<0.1%
13.0
430
<0.1%
14.0
492
<0.1%
15.0
551
<0.1%
LARGEST VALUES
902.0
1
<0.1%
901.0
1
<0.1%
852.0
1
<0.1%
836.0
1
<0.1%
826.0
1
<0.1%
824.0
1
<0.1%
821.0
1
<0.1%
817.0
2
<0.1%
816.0
2
<0.1%
812.0
2
<0.1%
806.0
1
<0.1%
804.0
1
<0.1%
789.0
1
<0.1%
787.0
1
<0.1%
783.0
1
<0.1%
mo_sin_rcnt_rev_tl_op
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mo_sin_rcnt_tl
0.60
acc_open_past_24mths
-0.41
num_tl_op_past_12m
-0.41
num_op_rev_tl
-0.29
num_rev_accts
-0.25
open_acc
-0.24
num_sats
-0.24
num_actv_rev_tl
-0.24
num_rev_tl_bal_gt_0
-0.23
num_bc_sats
-0.21
num_bc_tl
-0.20
total_acc
-0.18
num_actv_bc_tl
-0.17
mo_sin_old_rev_tl_op
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sub_grade
0.10
grade
0.09
pub_rec_bankruptcies
0.08
loan_status
0.08
issue_d
0.05
addr_state
0.04
application_type
0.04
verification_status
0.04
purpose
0.03
initial_list_status
0.03
debt_settlement_flag
0.03
term
0.02
home_ownership
0.01
num_tl_30dpd
0.00
MOST FREQUENT VALUES
2.0
110,189
7.7%
3.0
106,432
7.4%
4.0
96,343
6.7%
1.0
87,195
6.1%
5.0
85,815
6.0%
6.0
76,885
5.4%
7.0
69,240
4.8%
8.0
62,688
4.4%
9.0
54,584
3.8%
10.0
49,279
3.4%
11.0
44,013
3.1%
12.0
41,007
2.9%
13.0
38,551
2.7%
14.0
35,727
2.5%
15.0
32,660
2.3%
SMALLEST VALUES
0.0
20,576
1.4%
1.0
87,195
6.1%
2.0
110,189
7.7%
3.0
106,432
7.4%
4.0
96,343
6.7%
5.0
85,815
6.0%
6.0
76,885
5.4%
7.0
69,240
4.8%
8.0
62,688
4.4%
9.0
54,584
3.8%
10.0
49,279
3.4%
11.0
44,013
3.1%
12.0
41,007
2.9%
13.0
38,551
2.7%
14.0
35,727
2.5%
LARGEST VALUES
564.0
1
<0.1%
502.0
1
<0.1%
438.0
1
<0.1%
406.0
1
<0.1%
404.0
1
<0.1%
382.0
1
<0.1%
373.0
1
<0.1%
368.0
2
<0.1%
353.0
1
<0.1%
352.0
1
<0.1%
349.0
1
<0.1%
348.0
1
<0.1%
346.0
1
<0.1%
340.0
1
<0.1%
338.0
1
<0.1%
mo_sin_rcnt_tl
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mo_sin_rcnt_rev_tl_op
0.60
num_tl_op_past_12m
-0.50
acc_open_past_24mths
-0.45
open_acc
-0.24
num_sats
-0.24
total_acc
-0.23
num_op_rev_tl
-0.22
num_rev_accts
-0.19
num_actv_rev_tl
-0.16
num_rev_tl_bal_gt_0
-0.16
num_bc_tl
-0.15
num_bc_sats
-0.15
num_il_tl
-0.14
total_il_high_credit_limit
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sub_grade
0.11
grade
0.10
loan_status
0.08
pub_rec_bankruptcies
0.07
home_ownership
0.07
addr_state
0.04
issue_d
0.04
purpose
0.04
verification_status
0.04
application_type
0.03
debt_settlement_flag
0.02
initial_list_status
0.02
acc_now_delinq
0.00
term
0.00
MOST FREQUENT VALUES
2.0
153,505
10.7%
3.0
149,762
10.5%
4.0
134,237
9.4%
5.0
116,275
8.1%
1.0
113,876
7.9%
6.0
100,374
7.0%
7.0
88,213
6.2%
8.0
74,311
5.2%
9.0
61,382
4.3%
10.0
52,701
3.7%
11.0
45,267
3.2%
12.0
40,404
2.8%
13.0
36,957
2.6%
14.0
31,747
2.2%
15.0
26,242
1.8%
SMALLEST VALUES
0.0
21,262
1.5%
1.0
113,876
7.9%
2.0
153,505
10.7%
3.0
149,762
10.5%
4.0
134,237
9.4%
5.0
116,275
8.1%
6.0
100,374
7.0%
7.0
88,213
6.2%
8.0
74,311
5.2%
9.0
61,382
4.3%
10.0
52,701
3.7%
11.0
45,267
3.2%
12.0
40,404
2.8%
13.0
36,957
2.6%
14.0
31,747
2.2%
LARGEST VALUES
382.0
1
<0.1%
368.0
1
<0.1%
353.0
1
<0.1%
331.0
1
<0.1%
314.0
1
<0.1%
309.0
1
<0.1%
299.0
1
<0.1%
289.0
1
<0.1%
285.0
1
<0.1%
283.0
1
<0.1%
272.0
1
<0.1%
271.0
1
<0.1%
268.0
1
<0.1%
260.0
1
<0.1%
259.0
1
<0.1%
mort_acc
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tot_hi_cred_lim
0.57
tot_cur_bal
0.56
total_acc
0.36
mo_sin_old_rev_tl_op
0.29
total_rev_hi_lim
0.25
revol_bal
0.23
total_bc_limit
0.22
funded_amnt_inv
0.22
loan_amnt
0.22
funded_amnt
0.22
num_rev_accts
0.21
total_rec_prncp
0.20
total_pymnt_inv
0.20
total_pymnt
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
0.52
addr_state
0.15
sub_grade
0.13
grade
0.11
purpose
0.11
term
0.10
loan_status
0.08
issue_d
0.06
application_type
0.06
initial_list_status
0.04
verification_status
0.04
pub_rec_bankruptcies
0.03
acc_now_delinq
0.03
num_tl_30dpd
0.02
MOST FREQUENT VALUES
0.0
615,799
43.0%
1.0
263,026
18.4%
2.0
218,267
15.2%
3.0
149,085
10.4%
4.0
90,514
6.3%
5.0
48,520
3.4%
6.0
24,439
1.7%
7.0
11,579
0.8%
8.0
5,599
0.4%
9.0
2,622
0.2%
10.0
1,257
<0.1%
11.0
715
<0.1%
12.0
360
<0.1%
13.0
201
<0.1%
14.0
134
<0.1%
SMALLEST VALUES
0.0
615,799
43.0%
1.0
263,026
18.4%
2.0
218,267
15.2%
3.0
149,085
10.4%
4.0
90,514
6.3%
5.0
48,520
3.4%
6.0
24,439
1.7%
7.0
11,579
0.8%
8.0
5,599
0.4%
9.0
2,622
0.2%
10.0
1,257
<0.1%
11.0
715
<0.1%
12.0
360
<0.1%
13.0
201
<0.1%
14.0
134
<0.1%
LARGEST VALUES
87.0
1
<0.1%
61.0
1
<0.1%
51.0
1
<0.1%
46.0
1
<0.1%
45.0
1
<0.1%
37.0
1
<0.1%
33.0
4
<0.1%
32.0
1
<0.1%
31.0
5
<0.1%
30.0
1
<0.1%
29.0
1
<0.1%
28.0
8
<0.1%
27.0
1
<0.1%
26.0
2
<0.1%
25.0
3
<0.1%
num_accts_ever_120_pd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_tl_90g_dpd_24m
0.32
delinq_2yrs
0.22
num_il_tl
0.15
total_acc
0.15
total_bc_limit
-0.13
total_rev_hi_lim
-0.10
num_tl_op_past_12m
0.08
acc_open_past_24mths
0.08
revol_bal
-0.07
num_rev_accts
0.07
mo_sin_old_rev_tl_op
0.06
num_bc_sats
-0.06
funded_amnt_inv
-0.05
loan_amnt
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
chargeoff_within_12_mths
0.11
sub_grade
0.08
grade
0.07
pub_rec_bankruptcies
0.06
purpose
0.04
addr_state
0.04
issue_d
0.03
verification_status
0.03
loan_status
0.03
application_type
0.02
term
0.02
initial_list_status
0.02
acc_now_delinq
0.02
home_ownership
0.01
MOST FREQUENT VALUES
0.0
1.1M
77.1%
1.0
177,196
12.4%
2.0
67,341
4.7%
3.0
31,579
2.2%
4.0
18,580
1.3%
5.0
11,095
0.8%
6.0
7,583
0.5%
7.0
4,644
0.3%
8.0
3,156
0.2%
9.0
2,172
0.2%
10.0
1,557
0.1%
11.0
935
<0.1%
12.0
780
<0.1%
13.0
442
<0.1%
14.0
425
<0.1%
SMALLEST VALUES
0.0
1.1M
77.1%
1.0
177,196
12.4%
2.0
67,341
4.7%
3.0
31,579
2.2%
4.0
18,580
1.3%
5.0
11,095
0.8%
6.0
7,583
0.5%
7.0
4,644
0.3%
8.0
3,156
0.2%
9.0
2,172
0.2%
10.0
1,557
0.1%
11.0
935
<0.1%
12.0
780
<0.1%
13.0
442
<0.1%
14.0
425
<0.1%
LARGEST VALUES
58.0
1
<0.1%
51.0
1
<0.1%
44.0
1
<0.1%
42.0
1
<0.1%
38.0
1
<0.1%
37.0
3
<0.1%
36.0
2
<0.1%
35.0
2
<0.1%
34.0
9
<0.1%
33.0
1
<0.1%
32.0
7
<0.1%
31.0
9
<0.1%
30.0
9
<0.1%
29.0
10
<0.1%
28.0
14
<0.1%
num_actv_bc_tl
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_bc_sats
0.84
num_actv_rev_tl
0.83
num_rev_tl_bal_gt_0
0.83
num_op_rev_tl
0.68
num_bc_tl
0.63
open_acc
0.58
num_sats
0.58
total_bc_limit
0.50
num_rev_accts
0.49
total_rev_hi_lim
0.41
total_acc
0.34
revol_bal
0.33
acc_open_past_24mths
0.26
installment
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
purpose
0.13
addr_state
0.09
pub_rec_bankruptcies
0.06
application_type
0.06
loan_status
0.05
home_ownership
0.05
term
0.04
sub_grade
0.04
issue_d
0.03
grade
0.03
verification_status
0.02
chargeoff_within_12_mths
0.01
debt_settlement_flag
0.01
initial_list_status
0.01
MOST FREQUENT VALUES
3.0
294,061
20.5%
2.0
291,051
20.3%
4.0
228,118
15.9%
1.0
175,102
12.2%
5.0
152,816
10.7%
6.0
98,331
6.9%
7.0
60,738
4.2%
8.0
37,032
2.6%
0.0
34,814
2.4%
9.0
22,796
1.6%
10.0
13,979
1.0%
11.0
8,687
0.6%
12.0
5,471
0.4%
13.0
3,442
0.2%
14.0
1,985
0.1%
SMALLEST VALUES
0.0
34,814
2.4%
1.0
175,102
12.2%
2.0
291,051
20.3%
3.0
294,061
20.5%
4.0
228,118
15.9%
5.0
152,816
10.7%
6.0
98,331
6.9%
7.0
60,738
4.2%
8.0
37,032
2.6%
9.0
22,796
1.6%
10.0
13,979
1.0%
11.0
8,687
0.6%
12.0
5,471
0.4%
13.0
3,442
0.2%
14.0
1,985
0.1%
LARGEST VALUES
50.0
1
<0.1%
48.0
2
<0.1%
47.0
1
<0.1%
46.0
1
<0.1%
45.0
1
<0.1%
36.0
5
<0.1%
35.0
1
<0.1%
33.0
1
<0.1%
32.0
4
<0.1%
30.0
5
<0.1%
29.0
10
<0.1%
28.0
6
<0.1%
27.0
15
<0.1%
26.0
17
<0.1%
25.0
26
<0.1%
num_actv_rev_tl
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_rev_tl_bal_gt_0
0.98
num_actv_bc_tl
0.83
num_op_rev_tl
0.80
num_bc_sats
0.69
open_acc
0.68
num_sats
0.68
num_rev_accts
0.61
num_bc_tl
0.53
total_acc
0.43
total_rev_hi_lim
0.38
acc_open_past_24mths
0.36
total_bc_limit
0.33
revol_bal
0.33
num_tl_op_past_12m
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
purpose
0.12
sub_grade
0.09
grade
0.08
home_ownership
0.08
addr_state
0.07
issue_d
0.06
loan_status
0.05
verification_status
0.05
term
0.05
application_type
0.04
debt_settlement_flag
0.02
pub_rec_bankruptcies
0.01
chargeoff_within_12_mths
0.01
num_tl_30dpd
0.01
MOST FREQUENT VALUES
4.0
216,236
15.1%
3.0
204,507
14.3%
5.0
193,365
13.5%
6.0
157,022
11.0%
2.0
148,258
10.4%
7.0
121,085
8.5%
8.0
89,215
6.2%
9.0
65,228
4.6%
1.0
62,059
4.3%
10.0
46,428
3.2%
11.0
33,600
2.3%
12.0
23,981
1.7%
13.0
17,142
1.2%
14.0
12,089
0.8%
15.0
9,133
0.6%
SMALLEST VALUES
0.0
8,912
0.6%
1.0
62,059
4.3%
2.0
148,258
10.4%
3.0
204,507
14.3%
4.0
216,236
15.1%
5.0
193,365
13.5%
6.0
157,022
11.0%
7.0
121,085
8.5%
8.0
89,215
6.2%
9.0
65,228
4.6%
10.0
46,428
3.2%
11.0
33,600
2.3%
12.0
23,981
1.7%
13.0
17,142
1.2%
14.0
12,089
0.8%
LARGEST VALUES
72.0
1
<0.1%
59.0
3
<0.1%
57.0
1
<0.1%
54.0
1
<0.1%
52.0
1
<0.1%
51.0
1
<0.1%
47.0
4
<0.1%
46.0
1
<0.1%
45.0
2
<0.1%
44.0
8
<0.1%
43.0
9
<0.1%
42.0
7
<0.1%
41.0
13
<0.1%
40.0
3
<0.1%
39.0
11
<0.1%
num_bc_sats
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_actv_bc_tl
0.84
num_bc_tl
0.79
num_op_rev_tl
0.78
num_actv_rev_tl
0.69
num_rev_tl_bal_gt_0
0.67
open_acc
0.66
num_sats
0.66
total_bc_limit
0.64
num_rev_accts
0.63
total_rev_hi_lim
0.52
total_acc
0.44
acc_open_past_24mths
0.34
revol_bal
0.29
num_tl_op_past_12m
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
purpose
0.10
addr_state
0.09
sub_grade
0.08
grade
0.07
home_ownership
0.06
pub_rec_bankruptcies
0.06
application_type
0.06
term
0.05
issue_d
0.03
verification_status
0.03
initial_list_status
0.02
loan_status
0.02
chargeoff_within_12_mths
0.01
num_tl_30dpd
0.00
MOST FREQUENT VALUES
3.0
243,152
17.0%
4.0
228,030
15.9%
2.0
199,733
13.9%
5.0
183,409
12.8%
6.0
137,338
9.6%
1.0
99,979
7.0%
7.0
98,386
6.9%
8.0
68,646
4.8%
9.0
47,272
3.3%
10.0
33,105
2.3%
11.0
22,728
1.6%
12.0
15,930
1.1%
0.0
15,813
1.1%
13.0
11,121
0.8%
14.0
7,846
0.5%
SMALLEST VALUES
0.0
15,813
1.1%
1.0
99,979
7.0%
2.0
199,733
13.9%
3.0
243,152
17.0%
4.0
228,030
15.9%
5.0
183,409
12.8%
6.0
137,338
9.6%
7.0
98,386
6.9%
8.0
68,646
4.8%
9.0
47,272
3.3%
10.0
33,105
2.3%
11.0
22,728
1.6%
12.0
15,930
1.1%
13.0
11,121
0.8%
14.0
7,846
0.5%
LARGEST VALUES
71.0
1
<0.1%
69.0
1
<0.1%
64.0
1
<0.1%
61.0
1
<0.1%
59.0
1
<0.1%
55.0
1
<0.1%
54.0
2
<0.1%
49.0
2
<0.1%
48.0
1
<0.1%
47.0
1
<0.1%
46.0
6
<0.1%
45.0
4
<0.1%
44.0
3
<0.1%
43.0
8
<0.1%
42.0
13
<0.1%
num_bc_tl
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_rev_accts
0.84
num_bc_sats
0.79
num_op_rev_tl
0.68
num_actv_bc_tl
0.63
total_acc
0.63
open_acc
0.58
num_sats
0.58
total_bc_limit
0.56
num_actv_rev_tl
0.53
num_rev_tl_bal_gt_0
0.53
total_rev_hi_lim
0.48
acc_open_past_24mths
0.34
mo_sin_old_rev_tl_op
0.30
num_tl_op_past_12m
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
0.11
sub_grade
0.10
grade
0.09
addr_state
0.09
purpose
0.08
issue_d
0.06
application_type
0.05
loan_status
0.05
verification_status
0.05
term
0.04
chargeoff_within_12_mths
0.03
initial_list_status
0.02
acc_now_delinq
0.02
pub_rec_bankruptcies
0.02
MOST FREQUENT VALUES
5.0
158,574
11.1%
4.0
157,452
11.0%
6.0
148,770
10.4%
7.0
133,763
9.3%
3.0
132,443
9.2%
8.0
114,830
8.0%
9.0
94,483
6.6%
2.0
89,031
6.2%
10.0
76,901
5.4%
11.0
61,967
4.3%
12.0
49,189
3.4%
13.0
38,678
2.7%
1.0
35,702
2.5%
14.0
30,598
2.1%
15.0
23,924
1.7%
SMALLEST VALUES
0.0
4,157
0.3%
1.0
35,702
2.5%
2.0
89,031
6.2%
3.0
132,443
9.2%
4.0
157,452
11.0%
5.0
158,574
11.1%
6.0
148,770
10.4%
7.0
133,763
9.3%
8.0
114,830
8.0%
9.0
94,483
6.6%
10.0
76,901
5.4%
11.0
61,967
4.3%
12.0
49,189
3.4%
13.0
38,678
2.7%
14.0
30,598
2.1%
LARGEST VALUES
86.0
1
<0.1%
85.0
1
<0.1%
82.0
1
<0.1%
79.0
1
<0.1%
70.0
1
<0.1%
69.0
1
<0.1%
68.0
1
<0.1%
67.0
1
<0.1%
66.0
1
<0.1%
65.0
2
<0.1%
64.0
4
<0.1%
60.0
2
<0.1%
59.0
4
<0.1%
58.0
3
<0.1%
57.0
5
<0.1%
num_il_tl
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_acc
0.70
total_il_high_credit_limit
0.58
total_bal_ex_mort
0.52
num_sats
0.40
open_acc
0.40
acc_open_past_24mths
0.25
tot_cur_bal
0.24
tot_hi_cred_lim
0.22
num_tl_op_past_12m
0.19
num_accts_ever_120_pd
0.15
mo_sin_rcnt_tl
-0.14
mort_acc
0.11
num_rev_accts
0.11
funded_amnt
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
addr_state
0.15
home_ownership
0.10
term
0.07
loan_status
0.04
issue_d
0.03
purpose
0.03
sub_grade
0.03
grade
0.03
verification_status
0.02
pub_rec_bankruptcies
0.01
chargeoff_within_12_mths
0.01
initial_list_status
0.01
acc_now_delinq
0.01
debt_settlement_flag
0.01
MOST FREQUENT VALUES
4.0
125,737
8.8%
3.0
125,354
8.8%
5.0
118,658
8.3%
2.0
113,993
8.0%
6.0
109,619
7.7%
7.0
97,062
6.8%
1.0
86,975
6.1%
8.0
84,286
5.9%
9.0
72,616
5.1%
10.0
62,640
4.4%
11.0
53,166
3.7%
12.0
45,248
3.2%
0.0
44,084
3.1%
13.0
39,061
2.7%
14.0
33,068
2.3%
SMALLEST VALUES
0.0
44,084
3.1%
1.0
86,975
6.1%
2.0
113,993
8.0%
3.0
125,354
8.8%
4.0
125,737
8.8%
5.0
118,658
8.3%
6.0
109,619
7.7%
7.0
97,062
6.8%
8.0
84,286
5.9%
9.0
72,616
5.1%
10.0
62,640
4.4%
11.0
53,166
3.7%
12.0
45,248
3.2%
13.0
39,061
2.7%
14.0
33,068
2.3%
LARGEST VALUES
159.0
1
<0.1%
149.0
1
<0.1%
140.0
1
<0.1%
130.0
1
<0.1%
128.0
1
<0.1%
121.0
1
<0.1%
116.0
1
<0.1%
113.0
1
<0.1%
110.0
1
<0.1%
109.0
5
<0.1%
107.0
2
<0.1%
105.0
1
<0.1%
104.0
1
<0.1%
102.0
1
<0.1%
101.0
2
<0.1%
num_op_rev_tl
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
open_acc
0.85
num_sats
0.85
num_rev_accts
0.82
num_rev_tl_bal_gt_0
0.80
num_actv_rev_tl
0.80
num_bc_sats
0.78
num_bc_tl
0.68
num_actv_bc_tl
0.68
total_acc
0.60
acc_open_past_24mths
0.49
total_rev_hi_lim
0.49
total_bc_limit
0.45
num_tl_op_past_12m
0.38
mo_sin_rcnt_rev_tl_op
-0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
0.09
purpose
0.08
addr_state
0.08
term
0.04
sub_grade
0.04
application_type
0.04
grade
0.03
issue_d
0.03
pub_rec_bankruptcies
0.02
verification_status
0.02
loan_status
0.02
debt_settlement_flag
0.01
acc_now_delinq
0.01
initial_list_status
0.01
MOST FREQUENT VALUES
6.0
152,598
10.7%
5.0
150,725
10.5%
7.0
141,959
9.9%
4.0
134,061
9.4%
8.0
125,675
8.8%
9.0
107,640
7.5%
3.0
100,430
7.0%
10.0
89,432
6.2%
11.0
73,550
5.1%
12.0
59,344
4.1%
2.0
55,618
3.9%
13.0
47,218
3.3%
14.0
37,580
2.6%
15.0
30,038
2.1%
16.0
23,768
1.7%
SMALLEST VALUES
0.0
829
<0.1%
1.0
13,776
1.0%
2.0
55,618
3.9%
3.0
100,430
7.0%
4.0
134,061
9.4%
5.0
150,725
10.5%
6.0
152,598
10.7%
7.0
141,959
9.9%
8.0
125,675
8.8%
9.0
107,640
7.5%
10.0
89,432
6.2%
11.0
73,550
5.1%
12.0
59,344
4.1%
13.0
47,218
3.3%
14.0
37,580
2.6%
LARGEST VALUES
91.0
2
<0.1%
81.0
1
<0.1%
79.0
1
<0.1%
77.0
1
<0.1%
76.0
1
<0.1%
73.0
2
<0.1%
72.0
2
<0.1%
70.0
2
<0.1%
69.0
5
<0.1%
68.0
1
<0.1%
67.0
5
<0.1%
65.0
1
<0.1%
64.0
1
<0.1%
63.0
2
<0.1%
62.0
2
<0.1%
num_rev_accts
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_bc_tl
0.84
num_op_rev_tl
0.82
total_acc
0.76
open_acc
0.70
num_sats
0.69
num_bc_sats
0.63
num_actv_rev_tl
0.61
num_rev_tl_bal_gt_0
0.61
num_actv_bc_tl
0.49
total_rev_hi_lim
0.44
acc_open_past_24mths
0.42
total_bc_limit
0.41
mo_sin_old_rev_tl_op
0.35
num_tl_op_past_12m
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
0.14
addr_state
0.07
sub_grade
0.07
issue_d
0.07
purpose
0.07
grade
0.06
loan_status
0.06
term
0.04
pub_rec_bankruptcies
0.04
verification_status
0.04
chargeoff_within_12_mths
0.04
application_type
0.04
acc_now_delinq
0.03
num_tl_30dpd
0.02
MOST FREQUENT VALUES
9.0
90,134
6.3%
8.0
89,496
6.2%
10.0
88,702
6.2%
7.0
85,514
6.0%
11.0
84,507
5.9%
12.0
80,271
5.6%
6.0
78,096
5.5%
13.0
74,486
5.2%
14.0
68,519
4.8%
5.0
67,536
4.7%
15.0
62,441
4.4%
16.0
56,178
3.9%
4.0
51,890
3.6%
17.0
51,011
3.6%
18.0
44,460
3.1%
SMALLEST VALUES
2.0
16,733
1.2%
3.0
33,787
2.4%
4.0
51,890
3.6%
5.0
67,536
4.7%
6.0
78,096
5.5%
7.0
85,514
6.0%
8.0
89,496
6.2%
9.0
90,134
6.3%
10.0
88,702
6.2%
11.0
84,507
5.9%
12.0
80,271
5.6%
13.0
74,486
5.2%
14.0
68,519
4.8%
15.0
62,441
4.4%
16.0
56,178
3.9%
LARGEST VALUES
151.0
1
<0.1%
128.0
4
<0.1%
127.0
1
<0.1%
119.0
1
<0.1%
116.0
2
<0.1%
112.0
1
<0.1%
110.0
1
<0.1%
108.0
1
<0.1%
105.0
3
<0.1%
104.0
1
<0.1%
103.0
2
<0.1%
101.0
7
<0.1%
100.0
3
<0.1%
99.0
2
<0.1%
98.0
6
<0.1%
num_rev_tl_bal_gt_0
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_actv_rev_tl
0.98
num_actv_bc_tl
0.83
num_op_rev_tl
0.80
open_acc
0.68
num_sats
0.68
num_bc_sats
0.67
num_rev_accts
0.61
num_bc_tl
0.53
total_acc
0.44
total_rev_hi_lim
0.38
acc_open_past_24mths
0.35
total_bc_limit
0.33
revol_bal
0.33
num_tl_op_past_12m
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
purpose
0.12
sub_grade
0.09
grade
0.08
home_ownership
0.08
addr_state
0.07
issue_d
0.05
loan_status
0.05
term
0.05
application_type
0.04
verification_status
0.03
debt_settlement_flag
0.02
pub_rec_bankruptcies
0.01
chargeoff_within_12_mths
0.01
initial_list_status
0.01
MOST FREQUENT VALUES
4.0
218,177
15.2%
3.0
206,373
14.4%
5.0
195,230
13.6%
6.0
157,931
11.0%
2.0
148,910
10.4%
7.0
121,590
8.5%
8.0
89,359
6.2%
9.0
64,880
4.5%
1.0
61,972
4.3%
10.0
45,982
3.2%
11.0
32,619
2.3%
12.0
23,321
1.6%
13.0
16,383
1.1%
14.0
11,350
0.8%
0.0
8,839
0.6%
SMALLEST VALUES
0.0
8,839
0.6%
1.0
61,972
4.3%
2.0
148,910
10.4%
3.0
206,373
14.4%
4.0
218,177
15.2%
5.0
195,230
13.6%
6.0
157,931
11.0%
7.0
121,590
8.5%
8.0
89,359
6.2%
9.0
64,880
4.5%
10.0
45,982
3.2%
11.0
32,619
2.3%
12.0
23,321
1.6%
13.0
16,383
1.1%
14.0
11,350
0.8%
LARGEST VALUES
65.0
1
<0.1%
59.0
2
<0.1%
55.0
1
<0.1%
47.0
1
<0.1%
45.0
1
<0.1%
44.0
2
<0.1%
43.0
5
<0.1%
42.0
4
<0.1%
41.0
9
<0.1%
40.0
1
<0.1%
39.0
1
<0.1%
38.0
2
<0.1%
37.0
6
<0.1%
36.0
16
<0.1%
35.0
25
<0.1%
num_sats
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
open_acc
1.00
num_op_rev_tl
0.85
total_acc
0.73
num_rev_accts
0.69
num_rev_tl_bal_gt_0
0.68
num_actv_rev_tl
0.68
num_bc_sats
0.66
num_bc_tl
0.58
num_actv_bc_tl
0.58
acc_open_past_24mths
0.51
total_rev_hi_lim
0.44
total_bal_ex_mort
0.41
total_bc_limit
0.41
num_il_tl
0.40

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
0.14
purpose
0.08
addr_state
0.07
term
0.07
sub_grade
0.04
grade
0.04
issue_d
0.03
application_type
0.02
verification_status
0.02
initial_list_status
0.01
pub_rec_bankruptcies
0.01
loan_status
0.01
debt_settlement_flag
0.01
acc_now_delinq
0.01
MOST FREQUENT VALUES
9.0
121,042
8.5%
8.0
117,612
8.2%
10.0
117,430
8.2%
7.0
109,552
7.6%
11.0
107,628
7.5%
12.0
96,775
6.8%
6.0
92,735
6.5%
13.0
84,104
5.9%
14.0
74,048
5.2%
5.0
71,094
5.0%
15.0
63,152
4.4%
16.0
52,832
3.7%
4.0
45,401
3.2%
17.0
43,920
3.1%
18.0
36,702
2.6%
SMALLEST VALUES
0.0
45
<0.1%
1.0
1,260
<0.1%
2.0
7,927
0.6%
3.0
22,796
1.6%
4.0
45,401
3.2%
5.0
71,094
5.0%
6.0
92,735
6.5%
7.0
109,552
7.6%
8.0
117,612
8.2%
9.0
121,042
8.5%
10.0
117,430
8.2%
11.0
107,628
7.5%
12.0
96,775
6.8%
13.0
84,104
5.9%
14.0
74,048
5.2%
LARGEST VALUES
101.0
1
<0.1%
97.0
1
<0.1%
94.0
1
<0.1%
85.0
1
<0.1%
82.0
2
<0.1%
81.0
1
<0.1%
80.0
1
<0.1%
78.0
1
<0.1%
77.0
1
<0.1%
74.0
1
<0.1%
72.0
7
<0.1%
71.0
5
<0.1%
70.0
1
<0.1%
69.0
5
<0.1%
68.0
1
<0.1%
num_tl_30dpd
MISSING:
---
TOP CATEGORIES
0.0
1.4M
>99%
1.0
3,351
<1%
2.0
131
<1%
3.0
13
<1%
4.0
1
<1%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
num_tl_30dpd
PROVIDES INFORMATION ON...
policy_code
1.00
acc_now_delinq
0.61
issue_d
0.00
pub_rec_bankruptcies
0.00
hardship_flag
0.00
pymnt_plan
0.00
loan_status
0.00
application_type
0.00
home_ownership
0.00
debt_settlement_flag
0.00
grade
0.00
sub_grade
0.00
chargeoff_within_12_mths
0.00
verification_status
0.00

THESE FEATURES
GIVE INFORMATION
ON num_tl_30dpd:
acc_now_delinq
0.87
issue_d
0.08
sub_grade
0.01
loan_status
0.01
grade
0.01
addr_state
0.01
home_ownership
0.01
pub_rec_bankruptcies
0.01
verification_status
0.00
purpose
0.00
application_type
0.00
initial_list_status
0.00
debt_settlement_flag
0.00
term
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
num_tl_30dpd
CORRELATION RATIO WITH...
delinq_2yrs
0.09
delinq_amnt
0.04
mo_sin_old_rev_tl_op
0.02
mort_acc
0.02
tot_hi_cred_lim
0.02
num_rev_accts
0.02
total_acc
0.02
out_prncp
0.02
out_prncp_inv
0.02
total_pymnt
0.02
total_pymnt_inv
0.02
tot_cur_bal
0.02
total_rec_prncp
0.02
total_rec_int
0.02
num_tl_90g_dpd_24m
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
delinq_2yrs
0.66
num_accts_ever_120_pd
0.32
collections_12_mths_ex_med
0.12
num_il_tl
0.07
total_acc
0.07
total_bc_limit
-0.06
total_rev_hi_lim
-0.05
delinq_amnt
0.04
revol_bal
-0.03
num_actv_bc_tl
-0.03
total_il_high_credit_limit
0.03
acc_open_past_24mths
-0.03
out_prncp_inv
-0.03
out_prncp
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
chargeoff_within_12_mths
0.21
acc_now_delinq
0.05
sub_grade
0.05
grade
0.05
issue_d
0.03
verification_status
0.03
addr_state
0.03
pub_rec_bankruptcies
0.03
purpose
0.02
loan_status
0.02
application_type
0.02
initial_list_status
0.01
term
0.01
num_tl_30dpd
0.01
MOST FREQUENT VALUES
0.0
1.4M
95.0%
1.0
54,803
3.8%
2.0
9,711
0.7%
3.0
2,878
0.2%
4.0
1,687
0.1%
5.0
909
<0.1%
6.0
621
<0.1%
7.0
408
<0.1%
8.0
260
<0.1%
9.0
237
<0.1%
10.0
202
<0.1%
11.0
126
<0.1%
12.0
78
<0.1%
13.0
46
<0.1%
14.0
46
<0.1%
SMALLEST VALUES
0.0
1.4M
95.0%
1.0
54,803
3.8%
2.0
9,711
0.7%
3.0
2,878
0.2%
4.0
1,687
0.1%
5.0
909
<0.1%
6.0
621
<0.1%
7.0
408
<0.1%
8.0
260
<0.1%
9.0
237
<0.1%
10.0
202
<0.1%
11.0
126
<0.1%
12.0
78
<0.1%
13.0
46
<0.1%
14.0
46
<0.1%
LARGEST VALUES
58.0
1
<0.1%
35.0
1
<0.1%
29.0
1
<0.1%
23.0
2
<0.1%
22.0
1
<0.1%
21.0
4
<0.1%
20.0
7
<0.1%
19.0
12
<0.1%
18.0
14
<0.1%
17.0
14
<0.1%
16.0
19
<0.1%
15.0
38
<0.1%
14.0
46
<0.1%
13.0
46
<0.1%
12.0
78
<0.1%
num_tl_op_past_12m
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
acc_open_past_24mths
0.78
mo_sin_rcnt_tl
-0.50
mo_sin_rcnt_rev_tl_op
-0.41
open_acc
0.39
num_sats
0.39
num_op_rev_tl
0.38
total_acc
0.35
num_rev_accts
0.33
num_actv_rev_tl
0.27
num_bc_sats
0.27
num_bc_tl
0.27
num_rev_tl_bal_gt_0
0.27
num_actv_bc_tl
0.19
num_il_tl
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sub_grade
0.18
grade
0.17
loan_status
0.11
verification_status
0.10
pub_rec_bankruptcies
0.09
home_ownership
0.08
issue_d
0.05
addr_state
0.05
purpose
0.04
initial_list_status
0.04
debt_settlement_flag
0.03
application_type
0.03
num_tl_30dpd
0.01
acc_now_delinq
0.01
MOST FREQUENT VALUES
1.0
364,704
25.5%
2.0
307,846
21.5%
0.0
281,393
19.6%
3.0
210,649
14.7%
4.0
124,482
8.7%
5.0
66,697
4.7%
6.0
35,650
2.5%
7.0
19,196
1.3%
8.0
9,715
0.7%
9.0
5,219
0.4%
10.0
2,913
0.2%
11.0
1,626
0.1%
12.0
878
<0.1%
13.0
589
<0.1%
14.0
327
<0.1%
SMALLEST VALUES
0.0
281,393
19.6%
1.0
364,704
25.5%
2.0
307,846
21.5%
3.0
210,649
14.7%
4.0
124,482
8.7%
5.0
66,697
4.7%
6.0
35,650
2.5%
7.0
19,196
1.3%
8.0
9,715
0.7%
9.0
5,219
0.4%
10.0
2,913
0.2%
11.0
1,626
0.1%
12.0
878
<0.1%
13.0
589
<0.1%
14.0
327
<0.1%
LARGEST VALUES
32.0
1
<0.1%
31.0
1
<0.1%
30.0
1
<0.1%
29.0
1
<0.1%
28.0
6
<0.1%
27.0
1
<0.1%
26.0
6
<0.1%
25.0
6
<0.1%
24.0
5
<0.1%
23.0
10
<0.1%
22.0
3
<0.1%
21.0
14
<0.1%
20.0
24
<0.1%
19.0
27
<0.1%
18.0
33
<0.1%
pub_rec_bankruptcies
MISSING:
---
TOP CATEGORIES
0.0
1.3M
87%
1.0
171,929
12%
2.0
6,848
<1%
3.0
1,432
<1%
4.0
380
<1%
5.0
140
<1%
6.0
35
<1%
7.0
8
<1%
8.0
4
<1%
9.0
1
<1%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
pub_rec_bankruptcies
PROVIDES INFORMATION ON...
policy_code
1.00
num_tl_30dpd
0.01
acc_now_delinq
0.00
chargeoff_within_12_mths
0.00
grade
0.00
addr_state
0.00
hardship_flag
0.00
loan_status
0.00
sub_grade
0.00
pymnt_plan
0.00
debt_settlement_flag
0.00
issue_d
0.00
application_type
0.00
verification_status
0.00

THESE FEATURES
GIVE INFORMATION
ON pub_rec_bankruptcies:
addr_state
0.02
sub_grade
0.01
grade
0.01
issue_d
0.00
loan_status
0.00
purpose
0.00
verification_status
0.00
home_ownership
0.00
chargeoff_within_12_mths
0.00
initial_list_status
0.00
num_tl_30dpd
0.00
application_type
0.00
acc_now_delinq
0.00
debt_settlement_flag
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pub_rec_bankruptcies
CORRELATION RATIO WITH...
pub_rec
0.65
total_bc_limit
0.14
acc_open_past_24mths
0.12
total_rev_hi_lim
0.12
revol_bal
0.10
tot_hi_cred_lim
0.09
num_tl_op_past_12m
0.09
mo_sin_rcnt_rev_tl_op
0.08
tot_cur_bal
0.08
funded_amnt_inv
0.07
loan_amnt
0.07
funded_amnt
0.07
mo_sin_rcnt_tl
0.07
total_bal_ex_mort
0.07
tax_liens
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pub_rec
0.70
total_pymnt
0.05
total_pymnt_inv
0.05
out_prncp
-0.05
out_prncp_inv
-0.05
total_rec_prncp
0.04
total_rec_int
0.04
total_bc_limit
-0.03
total_rec_late_fee
0.02
annual_inc
0.02
total_rev_hi_lim
-0.02
mo_sin_old_rev_tl_op
0.02
acc_open_past_24mths
0.02
num_tl_op_past_12m
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
issue_d
0.09
addr_state
0.08
loan_status
0.04
sub_grade
0.03
pub_rec_bankruptcies
0.03
grade
0.03
purpose
0.03
verification_status
0.02
application_type
0.02
initial_list_status
0.02
term
0.01
acc_now_delinq
0.01
num_tl_30dpd
0.01
debt_settlement_flag
0.00
MOST FREQUENT VALUES
0.0
1.4M
97.1%
1.0
27,705
1.9%
2.0
7,739
0.5%
3.0
2,951
0.2%
4.0
1,369
<0.1%
5.0
734
<0.1%
6.0
378
<0.1%
7.0
161
<0.1%
8.0
85
<0.1%
9.0
77
<0.1%
10.0
38
<0.1%
11.0
28
<0.1%
12.0
19
<0.1%
14.0
15
<0.1%
13.0
12
<0.1%
SMALLEST VALUES
0.0
1.4M
97.1%
1.0
27,705
1.9%
2.0
7,739
0.5%
3.0
2,951
0.2%
4.0
1,369
<0.1%
5.0
734
<0.1%
6.0
378
<0.1%
7.0
161
<0.1%
8.0
85
<0.1%
9.0
77
<0.1%
10.0
38
<0.1%
11.0
28
<0.1%
12.0
19
<0.1%
13.0
12
<0.1%
14.0
15
<0.1%
LARGEST VALUES
61.0
5
<0.1%
52.0
1
<0.1%
46.0
1
<0.1%
45.0
2
<0.1%
37.0
1
<0.1%
30.0
1
<0.1%
28.0
4
<0.1%
27.0
5
<0.1%
24.0
2
<0.1%
23.0
1
<0.1%
22.0
1
<0.1%
21.0
3
<0.1%
20.0
5
<0.1%
19.0
6
<0.1%
18.0
6
<0.1%
tot_hi_cred_lim
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tot_cur_bal
0.98
mort_acc
0.57
total_bal_ex_mort
0.53
total_rev_hi_lim
0.50
revol_bal
0.47
total_il_high_credit_limit
0.44
total_bc_limit
0.41
total_acc
0.36
funded_amnt_inv
0.33
funded_amnt
0.33
loan_amnt
0.33
num_sats
0.31
open_acc
0.31
installment
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
0.51
sub_grade
0.16
grade
0.14
purpose
0.11
addr_state
0.11
term
0.11
pub_rec_bankruptcies
0.09
application_type
0.07
loan_status
0.06
initial_list_status
0.05
verification_status
0.04
issue_d
0.03
acc_now_delinq
0.02
num_tl_30dpd
0.02
MOST FREQUENT VALUES
12500.0
476
<0.1%
15000.0
475
<0.1%
16000.0
472
<0.1%
17000.0
465
<0.1%
14500.0
464
<0.1%
11500.0
456
<0.1%
21000.0
456
<0.1%
16500.0
450
<0.1%
14000.0
450
<0.1%
13500.0
449
<0.1%
18000.0
446
<0.1%
24500.0
446
<0.1%
18500.0
443
<0.1%
20000.0
435
<0.1%
19000.0
433
<0.1%
SMALLEST VALUES
0.0
47
<0.1%
100.0
1
<0.1%
119.0
1
<0.1%
154.0
1
<0.1%
200.0
13
<0.1%
300.0
42
<0.1%
400.0
6
<0.1%
500.0
68
<0.1%
600.0
11
<0.1%
700.0
18
<0.1%
780.0
1
<0.1%
800.0
41
<0.1%
854.0
1
<0.1%
900.0
12
<0.1%
986.0
1
<0.1%
LARGEST VALUES
9999999.0
6
<0.1%
9792792.0
1
<0.1%
9375662.0
4
<0.1%
7365708.0
1
<0.1%
6057411.0
1
<0.1%
5915440.0
1
<0.1%
5850873.0
1
<0.1%
5369659.0
1
<0.1%
4819402.0
1
<0.1%
4721972.0
1
<0.1%
4562297.0
1
<0.1%
4477914.0
1
<0.1%
4475891.0
1
<0.1%
4358152.0
1
<0.1%
4317023.0
1
<0.1%
total_bal_ex_mort
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_il_high_credit_limit
0.88
tot_cur_bal
0.54
tot_hi_cred_lim
0.53
num_il_tl
0.52
revol_bal
0.50
total_acc
0.45
total_rev_hi_lim
0.43
num_sats
0.41
open_acc
0.41
total_bc_limit
0.30
funded_amnt
0.27
loan_amnt
0.27
funded_amnt_inv
0.27
installment
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
0.14
term
0.10
addr_state
0.07
pub_rec_bankruptcies
0.07
purpose
0.06
verification_status
0.05
issue_d
0.03
sub_grade
0.03
application_type
0.03
initial_list_status
0.03
grade
0.02
loan_status
0.02
acc_now_delinq
0.00
debt_settlement_flag
0.00
MOST FREQUENT VALUES
0.0
1,227
<0.1%
30587.0
50
<0.1%
23915.0
49
<0.1%
5012.0
49
<0.1%
23449.0
48
<0.1%
15700.0
48
<0.1%
31961.0
48
<0.1%
15285.0
48
<0.1%
28957.0
47
<0.1%
35392.0
47
<0.1%
19428.0
47
<0.1%
20370.0
47
<0.1%
33739.0
47
<0.1%
23475.0
46
<0.1%
14909.0
45
<0.1%
SMALLEST VALUES
0.0
1,227
<0.1%
1.0
13
<0.1%
2.0
19
<0.1%
3.0
22
<0.1%
4.0
7
<0.1%
5.0
16
<0.1%
6.0
21
<0.1%
7.0
16
<0.1%
8.0
17
<0.1%
9.0
19
<0.1%
10.0
14
<0.1%
11.0
8
<0.1%
12.0
17
<0.1%
13.0
14
<0.1%
14.0
15
<0.1%
LARGEST VALUES
2622906.0
1
<0.1%
2336791.0
1
<0.1%
1889666.0
1
<0.1%
1869457.0
1
<0.1%
1828186.0
1
<0.1%
1771306.0
4
<0.1%
1602554.0
1
<0.1%
1569179.0
1
<0.1%
1550157.0
1
<0.1%
1548128.0
1
<0.1%
1508205.0
1
<0.1%
1501187.0
1
<0.1%
1394335.0
1
<0.1%
1392002.0
1
<0.1%
1295455.0
1
<0.1%
total_bc_limit
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_rev_hi_lim
0.80
num_bc_sats
0.64
num_bc_tl
0.56
num_actv_bc_tl
0.50
revol_bal
0.47
num_op_rev_tl
0.45
num_sats
0.41
open_acc
0.41
tot_hi_cred_lim
0.41
num_rev_accts
0.41
funded_amnt_inv
0.36
funded_amnt
0.36
loan_amnt
0.36
num_actv_rev_tl
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
sub_grade
0.30
grade
0.27
pub_rec_bankruptcies
0.14
home_ownership
0.14
purpose
0.11
issue_d
0.10
loan_status
0.09
addr_state
0.08
term
0.07
verification_status
0.07
initial_list_status
0.07
debt_settlement_flag
0.03
chargeoff_within_12_mths
0.02
num_tl_30dpd
0.01
MOST FREQUENT VALUES
0.0
16,538
1.2%
5000.0
10,403
0.7%
10000.0
9,537
0.7%
6000.0
9,084
0.6%
7000.0
9,002
0.6%
8000.0
8,916
0.6%
3000.0
8,489
0.6%
9000.0
8,436
0.6%
4000.0
8,415
0.6%
7500.0
8,167
0.6%
6500.0
7,951
0.6%
5500.0
7,869
0.5%
11000.0
7,621
0.5%
8500.0
7,564
0.5%
2000.0
7,510
0.5%
SMALLEST VALUES
0.0
16,538
1.2%
100.0
10
<0.1%
200.0
158
<0.1%
251.0
1
<0.1%
300.0
1,250
<0.1%
350.0
1
<0.1%
400.0
336
<0.1%
420.0
4
<0.1%
430.0
1
<0.1%
500.0
3,958
0.3%
540.0
1
<0.1%
550.0
4
<0.1%
600.0
807
<0.1%
650.0
2
<0.1%
700.0
1,015
<0.1%
LARGEST VALUES
1569000.0
1
<0.1%
1105500.0
1
<0.1%
719500.0
1
<0.1%
666200.0
1
<0.1%
616000.0
1
<0.1%
584200.0
1
<0.1%
569500.0
1
<0.1%
526500.0
1
<0.1%
525000.0
1
<0.1%
520500.0
1
<0.1%
509400.0
1
<0.1%
474600.0
1
<0.1%
471400.0
1
<0.1%
470900.0
1
<0.1%
460900.0
1
<0.1%
total_il_high_credit_limit
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_bal_ex_mort
0.88
num_il_tl
0.58
tot_cur_bal
0.44
tot_hi_cred_lim
0.44
total_acc
0.44
num_sats
0.37
open_acc
0.37
funded_amnt
0.21
loan_amnt
0.21
funded_amnt_inv
0.21
installment
0.20
acc_open_past_24mths
0.19
total_rev_hi_lim
0.17
annual_inc
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership
0.13
term
0.09
addr_state
0.08
application_type
0.04
purpose
0.04
pub_rec_bankruptcies
0.04
verification_status
0.04
sub_grade
0.03
issue_d
0.03
initial_list_status
0.03
grade
0.02
loan_status
0.02
acc_now_delinq
0.01
num_tl_30dpd
0.01
MOST FREQUENT VALUES
0.0
161,976
11.3%
10000.0
10,024
0.7%
15000.0
7,570
0.5%
20000.0
6,403
0.4%
5000.0
6,089
0.4%
12000.0
4,999
0.3%
25000.0
4,332
0.3%
6000.0
4,139
0.3%
8000.0
3,741
0.3%
7000.0
2,611
0.2%
35000.0
2,571
0.2%
30000.0
2,496
0.2%
4000.0
2,467
0.2%
18000.0
2,327
0.2%
16000.0
2,248
0.2%
SMALLEST VALUES
0.0
161,976
11.3%
36.0
1
<0.1%
75.0
1
<0.1%
87.0
1
<0.1%
95.0
1
<0.1%
100.0
1
<0.1%
102.0
1
<0.1%
127.0
1
<0.1%
141.0
1
<0.1%
148.0
1
<0.1%
169.0
1
<0.1%
173.0
4
<0.1%
180.0
1
<0.1%
182.0
4
<0.1%
200.0
1
<0.1%
LARGEST VALUES
2118996.0
1
<0.1%
2000000.0
1
<0.1%
1840000.0
1
<0.1%
1665437.0
1
<0.1%
1587274.0
1
<0.1%
1548183.0
1
<0.1%
1426964.0
1
<0.1%
1380346.0
1
<0.1%
1348550.0
1
<0.1%
1285625.0
4
<0.1%
1230190.0
1
<0.1%
1204116.0
1
<0.1%
1183946.0
1
<0.1%
1147812.0
1
<0.1%
1142229.0
1
<0.1%
hardship_flag
MISSING:
---
TOP CATEGORIES
N
1.4M
>99%
Y
652
<1%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
hardship_flag
PROVIDES INFORMATION ON...
policy_code
1.00
pymnt_plan
0.90
loan_status
0.00
debt_settlement_flag
0.00
acc_now_delinq
0.00
num_tl_30dpd
0.00
grade
0.00
issue_d
0.00
chargeoff_within_12_mths
0.00
application_type
0.00
sub_grade
0.00
term
0.00
addr_state
0.00
pub_rec_bankruptcies
0.00

THESE FEATURES
GIVE INFORMATION
ON hardship_flag:
pymnt_plan
0.66
loan_status
0.45
issue_d
0.04
sub_grade
0.03
grade
0.02
addr_state
0.01
term
0.00
verification_status
0.00
application_type
0.00
debt_settlement_flag
0.00
home_ownership
0.00
pub_rec_bankruptcies
0.00
purpose
0.00
chargeoff_within_12_mths
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hardship_flag
CORRELATION RATIO WITH...
total_rec_late_fee
0.03
total_rec_int
0.02
out_prncp_inv
0.02
out_prncp
0.02
last_pymnt_amnt
0.01
installment
0.01
funded_amnt_inv
0.01
funded_amnt
0.01
loan_amnt
0.01
mort_acc
0.00
acc_open_past_24mths
0.00
total_bc_limit
0.00
recoveries
0.00
collection_recovery_fee
0.00
debt_settlement_flag
MISSING:
---
TOP CATEGORIES
N
1.4M
98%
Y
23,818
2%
ALL
1.4M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
debt_settlement_flag
PROVIDES INFORMATION ON...
policy_code
1.00
loan_status
0.04
initial_list_status
0.00
hardship_flag
0.00
pymnt_plan
0.00
issue_d
0.00
grade
0.00
application_type
0.00
sub_grade
0.00
verification_status
0.00
num_tl_30dpd
0.00
addr_state
0.00
acc_now_delinq
0.00
pub_rec_bankruptcies
0.00

THESE FEATURES
GIVE INFORMATION
ON debt_settlement_flag:
loan_status
0.44
issue_d
0.07
sub_grade
0.03
grade
0.03
initial_list_status
0.02
addr_state
0.02
verification_status
0.01
application_type
0.00
purpose
0.00
home_ownership
0.00
pub_rec_bankruptcies
0.00
num_tl_30dpd
0.00
acc_now_delinq
0.00
hardship_flag
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
debt_settlement_flag
CORRELATION RATIO WITH...
collection_recovery_fee
0.39
recoveries
0.38
out_prncp
0.08
out_prncp_inv
0.08
total_rec_late_fee
0.07
total_rec_prncp
0.06
last_pymnt_amnt
0.06
acc_open_past_24mths
0.04
num_tl_op_past_12m
0.03
total_bc_limit
0.03
mo_sin_rcnt_rev_tl_op
0.03
total_rec_int
0.02
mo_sin_rcnt_tl
0.02
num_actv_rev_tl
0.02